{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Miscellaneous Algorithms\n",
    "\n",
    "Topics:\n",
    "* Lyapunov exponent from numerical data\n",
    "* Broomhead-King coordinates\n",
    "* Finding fixed points of any map of any order\n",
    "* Detecting chaos with GALI\n",
    "* Docstrings\n",
    "\n",
    "\n",
    "*warning: things will get really fast here*\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Lyapunov exponent from numerical data\n",
    "It is possible to compute a maximum Lyapunov exponent from numerical data, stored either as a `Dataset` or as a `Reconstruction`. This is done with the function:\n",
    "\n",
    "```julia\n",
    "E = numericallyapunov(R::AbstractDataset, ks; kwargs...)\n",
    "```\n",
    "It returns `E = [E(k) for k ∈ ks]`, where `E(k)` is the average logarithmic distance \n",
    "between states of a `neighborhood` for `k` steps (`k` must be integer).\n",
    "\n",
    "**For a more detailed description, please see the [documentation page](https://juliadynamics.github.io/DynamicalSystems.jl/latest/chaos/nlts/#numerical-lyapunov-exponent).**\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "using DynamicalSystems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compute the lyapunov exponent for reference and compare our numerically calculated lyapunov exponent to it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.4201813067614222"
      ],
      "text/plain": [
       "0.4201813067614222"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = Systems.henon()\n",
    "λ = lyapunov(ds, 100000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we create a trajectory, produce a `Reconstruction`, and then pass that `Reconstruction` to `numericallyapunov`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20-element Array{Float64,1}:\n",
       " -11.4419 \n",
       " -11.0439 \n",
       " -10.6137 \n",
       " -10.1945 \n",
       "  -9.77516\n",
       "  -9.35575\n",
       "  -8.93631\n",
       "  -8.5169 \n",
       "  -8.09763\n",
       "  -7.67824\n",
       "  -7.25875\n",
       "  -6.83934\n",
       "  -6.41991\n",
       "  -6.00054\n",
       "  -5.58142\n",
       "  -5.16226\n",
       "  -4.74365\n",
       "  -4.32636\n",
       "  -3.91221\n",
       "  -3.5058 "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = trajectory(ds, 1000000)\n",
    "x = data[:, 1] #fake measurements for the win!\n",
    "\n",
    "R = Reconstruction(x, 2, 2)\n",
    "ks = 1:20\n",
    "E = numericallyapunov(R, ks)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "If the data experiences exponential separation of nearby states, then it must hold that\n",
    "\n",
    "$$\n",
    "E(k) \\approx \\lambda\\times(k \\Delta \\! t ) + E(0)\n",
    "$$\n",
    "\n",
    "where $\\Delta \\! t$ is the time difference between successive data points (which is 1 for discrete systems).\n",
    "\n",
    "*This means that, $\\lambda$, the slope of the plot E vs. k, is our numerically determined lyapunov exponent.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 600x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using PyPlot\n",
    "figure(figsize=(6,4))\n",
    "plot(ks, E .- E[1])\n",
    "xlabel(\"k\"); ylabel(\"E\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above we see that the scaling behavior holds very nicely!\n",
    "\n",
    "We can use linear_regions to compute the slope automatically:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.4188998139570098"
      ],
      "text/plain": [
       "0.4188998139570098"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "λ_numeric = linear_region(ks, E)[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "λ - λ_numeric = 0.0012814928044123652\n"
     ]
    }
   ],
   "source": [
    "println(\"λ - λ_numeric = $(abs(λ - λ_numeric))\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "`numericallyapunov` also takes a number of keyword arguments. You can decide:\n",
    "\n",
    "1. Which states of the data should be used for reference states (by default *all* states are used).\n",
    "2. How this logarithmic distance should be computed.\n",
    "3. What type of `neighborhood` to use: fixed mass or fixed size."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Broomhead-King coordinates\n",
    "\n",
    "This alternative/improvement of the traditional delay coordinates `Reconstruction` can be a very powerful tool. An example where it shines is on noisy data where that noise creates the effect of superficial dimensions.\n",
    "\n",
    "To show this, we'll use `Distributions` to create random numbers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 1000x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using Distributions\n",
    "\n",
    "ds = Systems.gissinger()\n",
    "data = trajectory(ds, 1000.0, dt = 0.05)\n",
    "x = data[:, 1]\n",
    "\n",
    "L = length(x)\n",
    "distrib = Normal(0, 0.1)\n",
    "s = x .+ rand(distrib, L)\n",
    "\n",
    "U, S = broomhead_king(s, 40)\n",
    "\n",
    "figure(figsize= (10,6))\n",
    "subplot(1,2,1)\n",
    "plot(U[:, 1], U[:, 2])\n",
    "title(\"Broomhead-King of s\")\n",
    "\n",
    "subplot(1,2,2)\n",
    "R = Reconstruction(s, 2, 30)\n",
    "plot(columns(R)...; color = \"C3\")\n",
    "title(\"2D Reconstruction of s\")\n",
    "\n",
    "tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Finding fixed points of maps\n",
    "Finding unstable (or stable) periodic orbits of a discrete mapping analytically rapidly becomes impossible for higher orders of fixed points. Fortunately there is an algorithm from Schmelcher & Diakonos for doing so numerically. \n",
    "\n",
    "The function that performs the algorithm is:\n",
    "```julia\n",
    "periodicorbits(ds::DiscreteDynamicalSystem, o, ics, args..)\n",
    "```\n",
    "where `o` is the order of fixed points to find and `ics` are the initial conditions to start searching from.\n",
    "\n",
    "This function can take a lot extra optional and keyword arguments and thus it is good practice to read the [documentation page](https://juliadynamics.github.io/DynamicalSystems.jl/latest/chaos/periodicity/#detecting-stable-and-unstable-periodic-orbits-of-maps) on it!!!\n",
    "\n",
    "I will now compute fixed points of order 3 & 4 of the standard map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-dimensional discrete dynamical system\n",
       " state:     [0.000228603, 0.000473075]\n",
       " e.o.m.:    DynamicalSystemsBase.Systems.standardmap_eom\n",
       " in-place?  false\n",
       " jacobian:  DynamicalSystemsBase.Systems.standardmap_jacob\n"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = Systems.standardmap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "441-element Array{StaticArrays.SArray{Tuple{2},Float64,1,2},1}:\n",
       " [0.0, 0.0]        \n",
       " [0.0, 0.314159]   \n",
       " [0.0, 0.628319]   \n",
       " [0.0, 0.942478]   \n",
       " [0.0, 1.25664]    \n",
       " [0.0, 1.5708]     \n",
       " [0.0, 1.88496]    \n",
       " [0.0, 2.19911]    \n",
       " [0.0, 2.51327]    \n",
       " [0.0, 2.82743]    \n",
       " [0.0, 3.14159]    \n",
       " [0.0, 3.45575]    \n",
       " [0.0, 3.76991]    \n",
       " ⋮                 \n",
       " [6.28319, 2.82743]\n",
       " [6.28319, 3.14159]\n",
       " [6.28319, 3.45575]\n",
       " [6.28319, 3.76991]\n",
       " [6.28319, 4.08407]\n",
       " [6.28319, 4.39823]\n",
       " [6.28319, 4.71239]\n",
       " [6.28319, 5.02655]\n",
       " [6.28319, 5.34071]\n",
       " [6.28319, 5.65487]\n",
       " [6.28319, 5.96903]\n",
       " [6.28319, 6.28319]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xs = linspace(0, 2π, 21); ys = copy(xs)\n",
    "ics = [SVector{2}(x,y) for x in xs for y in ys] # initial conditions container"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-dimensional Dataset{Float64} with 7 points\n",
       " 0.0     0.0   \n",
       " 0.8121  1.6243\n",
       " 0.8121  3.9537\n",
       " 3.1416  2.3295\n",
       " 3.1416  3.9537\n",
       " 5.471   2.3295\n",
       " 5.471   4.6589\n"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "FP3 = periodicorbits(ds, 3, ics) # order 3 periodic points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-dimensional Dataset{Float64} with 5 points\n",
       " 0.0     0.0   \n",
       " 0.0     3.1416\n",
       " 3.1416  0.0   \n",
       " 3.1416  3.1416\n",
       " 3.1416  6.2832\n"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "FP4 = periodicorbits(ds, 4, ics) # order 4 periodic points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 600x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize = (6,4))\n",
    "\n",
    "plot([s[1] for s in FP3], [s[2] for s in FP3], marker = \"o\", color = \"C0\", ls = \"None\")\n",
    "plot([s[1] for s in FP4], [s[2] for s in FP4], marker = \"D\", color = \"C1\", ls = \"None\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Weeeeeeell this isn't really helpful as it doesn't show the phase-space of the standard map...\n",
    "\n",
    "Let's start by creating the phasespace plot and then overlaying these points!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 600x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iters = 500\n",
    "dataset = trajectory(ds, iters)\n",
    "for x in xs\n",
    "    for y in ys\n",
    "        append!(dataset, trajectory(ds, iters, SVector{2}(x, y)))\n",
    "    end\n",
    "end\n",
    "\n",
    "# plot phasespace\n",
    "figure(figsize = (6,4))\n",
    "plot(dataset[:, 1], dataset[:, 2], ls = \"None\", ms= 0.8, marker = \".\", color = \"black\", alpha = 0.5)\n",
    "xlim(xs[1], xs[end])\n",
    "ylim(ys[1], ys[end])\n",
    "\n",
    "# plot fixed points\n",
    "plot([s[1] for s in FP3], [s[2] for s in FP3], marker = \"o\", color = \"C0\", ls = \"None\")\n",
    "plot([s[1] for s in FP4], [s[2] for s in FP4], marker = \"D\", color = \"C1\", ls = \"None\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* The function did **not** find all fixed points of order 3 or 4. \n",
    "* This happened because we did not set the other arguments of `periodicorbits`, and therefore a random value was chosen for them.\n",
    "\n",
    "For more, I am pointing you to the [documentation example](https://juliadynamics.github.io/DynamicalSystems.jl/latest/chaos/periodicity/#standard-map-example), where the following picture is computed:\n",
    "\n",
    "<img src=\"standardmap_fp.png\" alt=\"Fixed points of the standard map\" style=\"width: 800px;\" align=\"left\"/>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Detecting Chaos using `gali`\n",
    "* In (for example) Hamiltonian systems, it is quite often the case that regular orbits (i.e. periodic) co-exist with chaotic orbits.\n",
    "* Being able to detect and distinguish chaotic from regular behavior is crucial in the study of dynamical systems. \n",
    "* Lyapunov exponents *can* be used for this task but they are not efficient.\n",
    "\n",
    "* One of the newest methods to do this is \"GALI\", generalized alignment index method.\n",
    "\n",
    "* GALI uses the fact that deviation vectors (that live on tangent space) tend to align for chaotic motion, while they stay \"not-aligned\" for regular motion."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Here I will only show a simple example of the standard map, which is a system with **mixed phase space**. \n",
    "\n",
    "For *regular* orbits, `gali` stays approximately constant. For *chaotic* orbits, `gali` decays exponentially."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll initialize with a random chaotic initial condition,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-dimensional discrete dynamical system\n",
       " state:     [0.000756496, 0.000410893]\n",
       " e.o.m.:    DynamicalSystemsBase.Systems.standardmap_eom\n",
       " in-place?  false\n",
       " jacobian:  DynamicalSystemsBase.Systems.standardmap_jacob\n"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sm = Systems.standardmap(;k = 1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "get a trajectory,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-dimensional Dataset{Float64} with 10001 points\n",
       " 0.000756496  0.000410893\n",
       " 0.00192389   0.00116739 \n",
       " 0.00501516   0.00309127 \n",
       " 0.0131216    0.00810641 \n",
       " 0.0343492    0.0212276  \n",
       " 0.0899192    0.05557    \n",
       " 0.235287     0.145368   \n",
       " 0.613778     0.37849    \n",
       " 1.56823      0.95445    \n",
       " 3.52268      1.95445    \n",
       " 5.1052       1.58252    \n",
       " 5.76388      0.658684   \n",
       " 5.92629      0.162407   \n",
       " ⋮                       \n",
       " 4.95434      5.59506    \n",
       " 3.29533      4.62418    \n",
       " 1.48319      4.47105    \n",
       " 0.667222     5.46721    \n",
       " 0.470055     6.08602    \n",
       " 0.725823     0.255768   \n",
       " 1.64534      0.91952    \n",
       " 3.56209      1.91674    \n",
       " 5.07062      1.50853    \n",
       " 5.64263      0.572013   \n",
       " 5.617        6.25756    \n",
       " 4.97338      5.63957    \n"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tr = trajectory(sm, 10000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and then plot it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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52alZLAYN3+2d5J49tazGUsoXeHIyQN/8KiVOA//4iz4lzXRszM90IMZ8MM6tW0roHllmZClCgUnLj56dYmeVi+6RFYxaNf/90VO8bWsJX/xFP3sb3ATXkmwtt1NsN9HxP27EYdQTjKfIAMG4xPMTKxi0Gg52T1w1qSuBQCB4JTivurhAWsrw1q2ldAwtU1to4kBrFTurCnn7tnLue8tmKpxmbttSikalYWuZnWeGfOyodjG0GKa51I5arUajlkvSatw2A3PhOJuK7dR5slMP474wS6E1bEYtPSM+IDsaf2zMj0atotpl5vtHJ9lcaqPEbub6aqdSat5V66LcaabCaXrRTV2rUeeVPRKpNM8MLHJXS2Xe67UaNQdaq+keOX9jeL4X74rOMeTxkoUAVlZW+NjHPkYmk+Ff//VfMRgMr8Z5vWxyGx8XVuNkJIncPTaVljg5GVCmH3JHNg/1TtDudROMJbGa9OyqKWR4KYQkZZT0lJy92FXrIhxP8cjxST66r55APCtHuqvWRVrKKI2XUjqDVqPi3FyQneVOOocXWY0lMOm03LqllF+cnefL79rOf52cUuaQb2wqBuAd15bji65xfMyPTqOivthK98gSe9dnlUW5QiAQvF7oGVnmqYFF5lai7G308FT/Am/bVsozQz7eYTbwkX3n9RH0Wg1LkTVKnEbmgmuUOFR87XeDmAxaKpwmVqNJSu1GUmlJWdvve8smfvjsDAdaq5XjyKUDWbsnd7rh12fn2FJqp2fMz45KJ987Okmly8yh3gk+vK9eyVTLAc+lRJ8SKYmZQJSfn5plW7kdi1HHw0enLhAhPDkZYHd9IYd6J5Tmy5lAlAyqq2a9f8k9Dn/913/NV7/6VbZv386pU6de9gm8mlMVE/4oKjKE4il21xfmdavKNSNZSrpzaEmRet4YTMgqkl6PjWKHUXmN3Ncgq5UtrMbonw8rYlBt9YWKCMlPnptGr1HTUuPiZ6dmWY0msOi11LgtVLrMfP4dWy5QEpNJpSVFcyKRSNG3EKS5xIFRr+Xu3UIISiAQ/PGS23uWSkt84bE+DBoVahWUOEy8p6WCrzwxyH1vacJq0l/w2s4hHw91jRFLJJFQYdFrKHUa6ZsLsbPKRbXLxNBimDc3l1DsML5on4B8vP75kLK2xhMpvtM9TjoD7Q2F2RFPlYoP7K7JW3s7Bpc4MriYpwOUKzx4ZGAJX3iNKpeJaEJCkjL4InHqimzUuS3KOcUTKb74eB/vuKacBzpG+L93bOfMTAi4+Bjny+E1GceMx+N4PB5CoRCf+cxn8Hg8/OxnP+Ps2bMkk0muu+46PvOZz3DTTTe96if++8jNOKSlDMOLYeWLzm1eaakpyMs05ApsbByPAfLkqKtdFo6N+2mrK8Sk1ygSpgMLYTQq2N/ooa2+kG91jKFTQ+fIMk6zlufGAyyEYlxX6aLdW8RftNdc9ub/jaeHGV4IodOoubu9VghBCQSCP0rkdfjsdACrKau2mEFFudNI94iPt24ru6yNUm6gPDMTpKbQwrtbyvjUj85SatMxsBTFotfSXGpbDwZqL9C/2ai98+QL8wQiKRpLbNx7Y33e+T7UNUZbfTYbvXHd7RhcYtIfYTWWYlu5I29vkf/bO+qnbzZIc5mNtJShc3iZIls2i5JKSxzsnkDKZNhT7+ILj/Vx25YSJv1RpYn+lfareE2aI3/zm98QCmUjn8cee4zy8nJ+8pOfMDAwwCc+8QmefvppbrnlFh588MFLHmNubo6TJ08qf55//nkAnn/++bzH5+bmXsqpXUDuqOVSeA2LUceh3gklunXbDGjUKox6LbsbshdSU4kdfyTJjiqn0tjYOeRjV21W8hNgd4Ob0zNB2r1F/K5/AV8ozm/65tlV66KtvpByp5kii4HqQgtnplfpGVnm7t3VJFIStW4LqoyKVEZCp1Wj1mReUtAAsKnYRjSZpsRh4pmBRdEgKRAI/uiQN+FJfwRfZI2eYR9Wo46mEhvzwTiff8eWvObCi71ebnrvm11FrVZTU2jBYdbyo2fn+EBbDcvRFDq1CiSJExMr2I06+uez+1euu/HfP3aOQDTJ3z92jh1VTtwWI06LlqZ1pWAZrUbNPXtqCcaSef0M8rlsLrXwVP8i791Vwd7GIo6PrzDpj3B8fIXdDW6Mei16rRqHWcczg0v85twCDR4r28qz4/yHeieIJZMshWI8emKaB/58B5P+KPe9pUnp1ds4wnmleEmBQ0dHBwAGg4ETJ05w++23Y7fbcTqdfOELX1B6Hz7+8Y8zMDBw0WPcf//97Ny5U/mzf/9+APbv35/3+CvRdCl3xZbYjYTXyxVyk4kvtKZ8+fJF7LLo0KhVnJwMMOmP8vTAEqO+CF1DPnavlx3kY/pCa9zY6KF/PkSjx6poOuxtLOIj++uIJ9M4zFqm/BEOdk8w7o+i16hYjiRwGLVoVCp8oQQHuyde0mfSqFVIGYnO4SVMei0nJwMv+/ckEAgErxXxRIrP/fQMOjWsxpLs9Xp4d0slVS4z7V43H95Xf8mbKdny+sj62vz3j51jV62LszMBpEyGkaUwVqMWjVrFtRVOnGYdN20upqbQzMxqjEQyzZGBJZ7qX6RzyMexMT9NJXZ+98ICTSV2Tk4G+Mj+Ot60KTummdt8finlxp6RZSb9ET71o7O01hbylScGSaUlzs0GSW3oq0tLGYLRBCoVbCm3E02klL6KA63VGLQaook0726pYnAhypfetR2jXnvBnnWleUmBw8zMDAClpaUXHb/8m7/5G1QqFYlEgn//93+/6DE++tGP8uyzzyp/jhw5AsCRI0fyHv/oRz/6Uj/LBcgmJhq1mg/tzU5DAEq2Qf7ys2MwbqWTVf5yF4IximwGUKH8TI78+ueDjCyFaSy2cWQom52QLzI5Mq1yWQjFU9iMGprLHPSOZt04C61GSuxGQrEkdW7zS/pMGrUKtUpFRYGJczNZQy4xWSEQCK525DvzB58ZZWI5wmOn52gudXBjk4cbm4pfNMMgv/6Lj/dRYjfy2xcWGPeFaS618aNnp2kutbMSXcNtMVLhNAFwT3st77uhhhq3FY1aRZnTxLn5Vb7bO45Jp6J/PsSuWhfxZJr33VBFPJlmR5VTcajMvcOXby7tJt0Fd/3ZUniEd++sZHw5omQI9nqzo5W5DZdum4HGkqzqZLnTlKcQqdWoUavUbC1z0DXkI5GSONy/wDePjGa1LGaDr8bX8gfxkgIHn299VKWg4KI/r6urY9euXQD09PRc9DmlpaXs2LFD+XPttdcCcO211+Y9Xlpa+lJO7aKkJYmRxRBpSVLGYRIpie90j7O9PFvPkaPAlUhCUf1y2wxsrXByZ0s1VoOO5lI77d4ipXmxZySbgVCrVaQkiRq3lc517QcZOfvwwb11VLks1Lkt/NVNXmKJNC6LnnhK4m3XlDG8FHlJimDbym3Ekmnqi6zcvLmYpwcW+eYzoyJ4EAgEVx25JYVvPD3MP/+6j+/2jpNIpZQbuN/3+o7BJX5zdo4Pfuc4NW4z3SM+Pn1bI0VWA5UuC/e9pYlzcyGqCy1sq3AoY5eysNLAfJA7W6oIx1OU2U28aZMHfyTJ3buzUxUf3FtHvcfGB3bXcKh3gkl/FItezSNHJ5RS8LEx/3rG2seOKmdeqaNvLkgymebwug/R6Zkg28vtdI8sc1dLpZKp3lXrwhda48kXFtjd4GbUF1GmLmTtIJtRw4Q/hlqtYi4Y58igj1MzK/z81CwG7XmdoCvNSwocnM7sL1GSLn3ijY2NQHZs80qjUaup99jQqM9nFnpGlymy6vjyr/ov6HeQgwtZqOPGJg/33lhPu9eNL7RGIpVt5jnQWs1qLMV7d1VgN+kpMumoKDDzi1OzHO5fzPti5QCipaaAF2ZDnJxcIZWR2F7mZGQpQm2hhYPdo/zdf50hnkj93s/0lScGaa8vYiEYZ9QXIRBdYym0dtXUvgQCgUCmZ2SZocUwHzl0gh8cn2B0KYJGrWIlKnFXS7VyN34pZD2cb3WOoVbDk30LvHVbGWdmQjjMOjRqNadngry/tZq1lERLTYGS1geYCUQx6lT821ND3NVSyf5NRdQUWrhta2nenb4s5rS7vpBwPEkkIXHXDdlmyVRaIpZI8fC6yvDJyQAOk5aHusboGVnGbtLRNx9kLZnmH37xAhP+KN87Okm7t4jvHZ1kwh+lZ2QZrUaNRq3irl1V9K7vI/LvaMwX5tRUgNVYivYGN3fvrqbCaaLIZqDUbmRLmYOBhbBSMr/SvKTAoa6uDjhfsrgYZWVlABQWvvgF8VrQVl+opK3kiK+trpAz00G8His9I8sXKHLJF9HGlFn/fJCplShHBhfpHc1mFv7z+Az7vG40OjUdQ0sUWvV0Di9d9Is91DvBsC+EWa9mYjmGt9jGV99zLY8+O8ViMM7USpRvd40rwiKX4lO3NtI9usz+Rg9/trOUlWiStrqCq6b2JRAIBHIvQiyR4vFTM/hCa5Q7TRRaDDR4rPz4Y63c2OS5wFK6e9hHOJbgG08N829PDnJyfIVCs472+kIKzQb2ej1KcNA/H+Lnp2YIxxN0DS1xoLWa4+MrTAdiQHb9L7EbeWpgCZtRS+/YMnqtRslI9Iws52V7d1Q56RhaZlOJnbt3VxOMZRvlv9Uxxg9PTFFg1vOlX76gBBG7arN7XIXTRG2hFadFT1WBGRUZNpXYWIkkaPBY17Pe2eHFXbUuwmtp/v5Pt+b1cYz5ovija7gsOvRaNUa9Ntsvt6+OmzeXcPPmYr7wjuY88cEryUsKHG677TYgW7IYGhq66HPkTENra+vLPLWXj3xRTgdidA5lU0HDiyFubi5mwh9TakbyWI180f7H4ZG8zIGcpjo7EyCTyXBuepUJf5Q6t4WuYR+biu385Zu8nJsLYjdoiSXSdAwukUpLyj+gO3aWY9BosBn1vPv6SnbUFPDc1Cr7vW4cJgNtdYWMLYVZjSVftGHy+alVDBoVXSNLfOpHZ3jXjgom/DFhry0QCK4K5F6EIpuBh49Oks5IlDqN1BbZ+NVf7+O7H2rDaTEqz806BA/xwJER7KZsNnhwMciPTkzyy3OzfP/YJDc3F+P1WHFZdHynexzIMBeIcXZmlfufGcNi1NE76ufx07MMzK2SSKXpGVlmYD7Efm8Rc4EYLrNeEe1biSRISxklGyC7HFvXDQxPTgaULITNqKHUYeKF+SDNpXZ6RpfZVu7g2NgybfWF6LVqPrCnmnJn1vGyymWh3VvE7gY3eq2GBo9VKclsvDGV95j2Bjf7vB7KneYLAgNZTCp3AvBK85J0HCRJ4rrrruP06dP8wz/8A5/73OcueM7evXvp6uri1KlTbNu27fce89U2uZItsQPRFE6zlmQ6Q9/sKpUuC/sai5TRmgeOjLAUSRCNpyh2GoisSdzU5FGssSHbM5H1aU/gsugJRLOa4p1DPpLpDGdmsu5pGrWaPfVu1lJp0hLKXPKtW0qA7AUkC0fJNt8Av+2b44W5EPfur+fm5pKLfp5/++0AP35uGp1axftaaxheDPO5tzcLESiBQHDFkZsIr6lw8OVf9bOlzE44nsao1/CP79yat2H2jCxzairA4cEFtGoVm4rtpKQMn7q1kf/9qwGGF8JEkyluqCmgwmXB67HyzOASqFTs8xbxq7OzTPqjWHVa3HYDlS4zsUSKkaUo11Q4MOk1dI9kxzyvqyygymVWRPnkdX0mEKXEbmJoMcQNtS66R/xsKbMr5lPZTEEmz5AqV2UyVxnyUuJ9uSqUuc+Tf1e52kEbyTXHupiJ4svlNdFxUKvVfPWrX0Wj0fC1r32N+fn5vJ/39PTQ2dnJvffee1lBw2tBW30hVS4Ld++uptxpJrqW4v2t1WwrdyhRZ8/IMouhNQbnghRadRwZWOLaCofyM9n4RKNWU2I30VzqoNxp5u7d1XQO+TAbtJyY8GPUaliOJIAM52az9bI6t5kHOkdZCK7x9AuL9M+H0KhVyjHD8eR66k1iIZhgc6mdwfmQkrGA82m/QCTOkwOLOIw6HCYD8UQ6r1YnEAgEV4p4IsXnf3aWayscfO3pYVRkCEaTrMTW+PRtjco6JT9vZDHE04OLROMpkukMa0mJ995QRd9cmP/cy8gZAAAgAElEQVT9/2zjEzd7+ZNrynlTUwl3tVTSNxsiuG5MlZYk3rK1lH0NRVxXU8D7WmtoLnVgMWQzuh/YXUPfXIgGj406t5Vat4W2+kI6h5Z4qn+BzqElWmoKCMVTQIbd9YUcHfPzob217G0syjOvGloMbxCiym/ozPWh2Di+KY//y0GCxaDlwY5RDvcv8q2OMXbVZhWNN2YZ5LLNjionvtAa52aDF53ouFL8Qbba3/zmN7n33nvZuXMnhw4doqmpia6uLt773veybds2fvKTn1y2W+armXG4mL1p7mNpSWImEGM1mkKSMvhjCUaWQrTXF9E7tszf3tqkNNmcmw2yu97FD45P8d4bqpQIUZYZLXWY6Bz2cV2Fk0KbnnKnCY1azS/OzBGOpzgzs4LbZuRd15VT5bIoGYes7LUPScpgMag4POjjpqZiyGRrePe9pYkv/fIF7EYdP31umuuqncysxHnz5mK0Wg37G92XjFYFAoHgteI/Do+wGo3zm74lHEYtkUSK5UiSO66voH8+yO3XVfDos1MgqfjTHWU8dmoWnVqFP5rgTZuK+dDe2gtk92UJ6O/0jOH1WDkykLUGKHGY2OstpGNoGa/HytBi+AL5fVkqelOJjXZvdtTz358aYmAhhEGn5u3by3HbDMoaDxfuE2emV3GatVSur9mT/gjDixEqnEaODPl4/w3V7N9UpJgjbrQ1mPRHSEvQN7vKe1oq+cHxrDfFqC9CrdtCNJFWnp+/N2WYD8Yod5rRqFUXHPuV4jW11f7IRz7Cb37zG2w2G9dffz1FRUX8zd/8DZ/97Gd57LHHrhqLbbkjdyYQzbM8le/4B+ZDjPki2M06rqlycsvmYr76nmsZX47wf+/YzkokQUtNAedmg5j0Gr5/bIr3tFTmRYht9YW0NxQxuBDkpiYP2yud1LqttHuL0KhV/NmOcvrmVtnT4GZ/fRGrsSRpKaMoTfaM+LAZNdiMGp4ZWuYvb2ygb3aVMzNBrAYNf/L1LgB+eGKSeEriyMASdrMOt82gXExXQ7OMQCB4Y9NUYuPZyVXe3OyhzmNBq1FR5jTyo+PjROIpPv/YOUYXwyxF4vzyzBwHWmuoWB+hVKtU9I76L3CAPDbmp3PYx6ZiG4+dmmNvQyET/ijvvyG7DluNWnpGfTjNF4rhGfVatlU4KXaY6BlZzhpQZTLEkhJbyxwkUmke7hnnukqHsidstMZuLrMx6ouQliTFCbO9wc3Tg0uQyfDDZyeV8kP3yDJt9W7lGPLzg9EEjcVWHjk2yadubSQYT9NW56bKZVGsDORxzOlAjJHFEP/vkwP0zQZJSxmladPryVeyvJL8QRmHV5LXOuMgPy67XMqzvht/npuVODLoQ6XKsM/rQa9VX1Bn6h72Me4LM+qLsL/Rk+eW9tmfnsVl1uGPJnnbtlLF5azaZVbqbGlJYmA+RGu9m0ePT/KelkoePjrJ85Mr6HVq1hJpwmtJFoJJNGpoayik3GHi1i2lF+iuCwQCwWvBxtp+PJHim8+McmLCz/tvqOF3/Qv0z60yt7qGUavCZdGxGE7SVlPIl27fhlajzt7VzwRYCiVQqTJ4i+0XrI2JVEZxH36gY4RP3uwlvJbOeU6+G+XGc+wZWaZvdhWLUYeKDKuxFBoVpCWocZuZCcQUF8rc/gPZ0XIuGKfUbsxb+3/Xt8APn51ka6mTe99U/6K9DnJWus5tIZJI0+4tyvMYyu1jAPh21xgem44xX4y/usmLRq1SDBtl46xXitc04/DHglaTbWCRpUPl0ZvcztaLXXA9I8scGVxk0h9lYD6E12Oh2Gak3eu+aFfrrloXlS6LYmoF2TTZQ11j3LTJw1oqTXWBiesqHQSiKUrtRraX2/n8z85iN2rQqNU0l2V7Lm5qKuZQ7wRGrZot5XbKHSa2VzppKnVg0qkpsOhYCSUxajX0zV09SmICgeCNRW6/gDyVsBJN4rLo+a/npqmwG3GaDbx5s4fWeje3NJfyl29q4J07K/JKClIaMpkMdr2O01MrbC+3c2zMz6Q/ypFBH08NLPLXNzdwZibAV99zLUfXb/og22Te7nVfoDqZu973zwdprXMRjqeoclnYVu5g3yYPzWV2ZgIx7thZzkNdY+yocuapCRdY9GjU2Zs8jVqF3aTjoa6x9XH5DAVmPXfvqc4LGraX29d7GBaIJ1J0D/u4rtKB22qk2G6i2mXmu91jbC+35/UxyNpBexuL+Nqd16JSafjovnpl9LTUbrzoxMWV4nWdcQDy7LN3Vjn5+uGsTWnfXFixw86N/lJpiQc7RjHrs5rhH9hdo9TdgMvqntVq1DzwzAjlThOT/uxMsVmv5txskC1ldqKJbANNqcPAz0/N8t5dVcwEYjzVv0hNoYW5QAyTQYtBq+bt28toqSngoc4xplejnJsOcuMmD5MrUZxmHbdsLhH9DQKB4DUlnkjx0YdPUGDU0VjiYFuFgwl/lEAkweRKFJ0KBhbD7GsoYnulE41apbhFymtk97CPMV+EjqFFSh1mYsk0+7xuJQPwYMcoC6E41YVW4okUzWXZhvXZQJRQPPv/BRY9PSO+vNp/7rSCXD7oGlqiucyRJ/8su1aenl6lypVdq7dXOBR774PdEzSV2Gj3ZtfX3GMuBONYDFqsBi0HWqv54uN93L6jnK8fHqG5xE4slabYbqTdW0Tn0BLt3iKODCxxemqFOo8Vm0GLWq265ERFbsZjaiXK2ZkAb9laqvRqvFKIjMMl2FHlpHNoibtaKvn64RF2VhVwz8ETOEzZiDdX/AmyF9QebxHxlJQXNGg1aqUBRo46c2VHv9UxxpgvrJQ4DrRWMxOIcffuaraU2Zn0xzBpVDx+eg6TXkNTiY2eUT/7Gj0MzIfpHlkmkUwzuxpjS5mD1ViSO1sqAegdXSaDilK7mdt3lqNWqdCtj3xeLRGoQCB443Cod4LNJQ7658NsKrECoFXDNZVO/uFPtnBuLoTZoOXc3Cq/7ZvHbtRwqHdC8ftJpSV2VDk5Pb2Cx2akyGrgb/9bAz8+Oc0dO8sVKeg3bSqmzm2hucyB22agfz7EqC+C1Zjto+sc8mHWa/Lk/nO9hw60ZoWc5NfL7316epWHOsewGjSkU2mODC6RSKaVNfzkZACnWctcMK4YGN6zJ+t3dKC1mvaGIky6bNBwqHeC1rpCvn54hI/uq+Ps3CptdYUcaK1mJZLgQGs1vtAaGUnihjoXS6E46UxGmajIlbDO/QwOk5Zfn5unc8hHPCHx6PGpvM95JXndZxw6BpeYDsSocGZLBZ/8wfN8bH89z00FLtqhmps5kNNVcnAh18r2eIvoGfEptSqAMV+YMV+UtrpChhbDeNdFP+RI+/j4CmdmAlgNWqIJibt3V/PtrjEWgmtYdVp+eXaGareFIpuR27aUMB+MsxpLolGpmA3EGPFFKLUbsZm0zAZitHs91Llf2XqXQCAQXIrctTEQjfOe+49y5/WVeEvsypRY9r8S474IhweX2FHpxG7ScXhgiZs3ewjHUzitBiqcJjRqFeO+MMNLYTw2EyoyVLqyPQcf3lef977yhimvpcB6c/mysr7n9pZtzAznjkb++tw8RVYd4bU0k/4o+xs9TPojSJkMapWa/Y1FyrHl93mxfSKeSPHlX/XzqVsb+eGzM7TVuwnGknlrc/ewD6tBww+OT/Hm5hKKbHo6hrKmh8BFM98PdY2xs9rFD45PImUktlcUUFNoUT7nK4HIOLwIKrKxkdWk5+vv3cGJiQBejy2vDiaT2/+wvdzOwz1ZQ6zOIR9PDyyQTGeUKHIlklDcNMudJvY3FjG0GCaWTPLjk1N0DvuYCUQ5ORlgb2MRf7GnlrVUNmg4Pr7CUijrwPlk/zyFNj3DixGuq3QyvBgmg4opf5TWejfjy1EkSaLSZcZjM7Gn3k04fnVIjwoEgjcGsqfCN58Z4VM/OsPtOyrpHfcDGSb9EX59bh67SccT5+azvWN1hWwpd3JsfIUKV3ayIZ3JKOvxrloXbquRkxMBdlQ52FRiYyYQUzwcZGQ/IYCTkwFaagoUJca2+kKq14Wd4NLW1/LfO4d91Bea6RhapsCo5xM3NRCOp3BZ9OypL1KCBnmq4lKOnXJG4FsdYzx8NDtt98NnZ5QMR+7anEpLJFISD/dOoF8PrFZjKbaU2ZXPtTHzLWc4jo8tc02Fg7dtK6e+yPp7vT1eK17XgYMcEJQ7z19YuSmoQ70TinWq7MJ2uH9REV965PgUexrcfO/oJE+cm2M5lODsbIC0JHFyMsCOKqdyDNlIy+uxYtBqeOe1FbgseoqsRtJShngixaHeCXbXF3JyMkAiJTEbiGI2aPmrmxqxGPR85m1NVLosfGB3DbFEijtbKjk2tsz7bqjCadazpczBh/bWUu+x8aG9r+w8r0AgEPw+RpYinJ4KsLehiGcn/fzfO7bzwmyQjiEf3iIz//a7Qe7YWU7/fIg93uyN1J6GQhLpDHu8RWwtd1LuNCvHOzK4yK3NxfzvX/YDKu7ZU6s0ToZjCT7zX6dpLrXiC61xZnqVMV+Yg93n1+3cG71ckaVLuUjWus10j/n54N5a9HoNkYTEtgoH7Q1unupfoKWmQDnWxv0gF3n80qxXsxCK88ixSWVt39hAf2zMz3wwRjCeZDWeYngxzO4GN231hcokRW4JJ5cMKsWX45VWjXw5XB1n8Sqx0fkSzs/WltqN1LktPDOwqHxpM4EoncPZ0saxMT8HWquZ8kdJZzLccX0VwbUUu2rd/PrMPKO+CAe7J7ih1sUjRydISxlmAlEWw2tcW1mA1ahlX2MRT/UvUGDRc6h3Qqm77ap1MbQYxqLX4jTpcVn1PPiBlqxnxbom+YHWao6Nr3DHznKeHlikrc6FXvu6/roEAsFVhryBdgxmlRbdFgNum4HDgwu8d1cVz08F8UXWKLEbGFqK8ombG3l2cpXPvb2ZYCxrXV3rtvK/3raZaCLF9dVOzk4HeHpgkc4hH/e9pYkTkyv86bVlzAXjecZTX/5VPzWFFr7yxGB2qsGsY8wXweux0Dm0xI4qZ17WWPYUevT45EVdJLNKkWnuaqliZiXO3burlQ38B8enaK0v5FBv1idInqzrGFpUdIBkBd94IoVWo+ZAazV9cyHqCs3cuqXkogZUqbREWspQYjdyx85KNpVk7bvhvKaQy6Lj7x87x8hSmAc7RvM8ktq9bvrnQ7R73Rd8nivJ67rH4cU0xGVVrws1FTKkpYyiRCZbqMqNNod6J9CpVfSOLbO1zIFWo2GvtxB/JAmg1Plaago41DvBrpoCjo2vcKC1Oq/RMp5I5XXtHhvzYzfp6BnxKe+zq7aQf/vdIO/YXsbRsWXeuq0sz9/ilax1CQQCwUa6h31M+LOl0lA8jZTJcHp6BaNWg9tmwG01YtGrOTcX4q9vqeMzP+nj/9y+lcGFaN66K3sG+SNJzkyvoNVosBi0/OM7twLZ0c6B+RCbSmwU2Qx0jyxzx85yvvLEIJ+6tZEzM6GcHorza6BGrcrrQ8udlriY3k7ump/bgyBnhO9qqeT0TJBEKqsqHIwm2FrhpKWmgC8+3kdrXSEzgTjb1y0JLjbVsfH3J5/f7gZ3noZQbtbaqNPQM+yj3eumxm296HNfjYyD6HG4CLlprNxoEc5nHiqcJiVKlGeCR31hqlym9c3bxWospaTQ7tlTSzyVodRpxmHKCor4I0llBle2bD05mW2+DMbTeD02jo+v5H3xRr2We2+sV6xls4GLj931hRzsnsCoVfGvTw7wofYafnZqlnKnGZdFR/98SKkRCgQCwSvJxr6vHVVOVsIJzkytYtZrcJi02RsmtYpgLMmdLeXEUxLvb63mMz/po7W2kP/547NKKUE+Zt/sKpKUgQy01bsJr6W4a1eVkp7/bd8CrfVuNGr1+qSEljMzIb70ru2cmQkxE4gCKL0NuX0SctAgr/eyiySQ91lys81y+Vj+uVGv5cP76jk9E1T0G8qdJjKq7M1g7+gyTSU2Ooez9gAOk3bdyyh7o3cpDQl5qm97uZ2OwSW+1TGGRa/mi4/3YdGrOdg9QZ3bQiiW4vadFVS6LMp+tNFJ82ri6jujVxj5SzzYPUG506SkojY2v/SMLDPpj9CznlmYCcS4q6WSnpFlxaJVFo/60N5abtrkIZKQaKsvpH8+eIGYh3wha9Qq5oMxpfwhn5Oc/sutaXk9VjqHfNS5zXSNLFNZYObnp+a4ZbMHm0nH949OcmdLOaF4ipaagivy+xQIBK9f5Ekyea06ORnAZdWxvdJBOJ4iFE+ztdyJ06Kn1GlSGgJ7Rnz8n9u3MuKL8J7rq/CF1vK0b/Z4i4gk0vxFew0NHhv//r4dRNZS7Khy8vmfnSMcT/H93gna6gtpLnOgUUMiJfHAMyMkUhIZVPTPh3CYtPTNBQlEf/8aKGdx5X4Hec2Xb+4O9U7k/RzOByJt9YUMLYZYS6XpHPYxMB9Cq9VQ57awx+vm+0cnAWj3FnF8fCWvH6JnZFnRDvri433sqing4aNTHBlcxKzX8OiJad7dUsWjJ6bXJbOXKbDqMem1yn60sQST+51cDbxuSxVy6snrsVLsMLGwGmdoMcSB1uqLWlB3DC4x5Y8QiKbYVuFQ7Fcn/FGGFoLKmE5ueUBuxmmrd+eNZ+aO1HQO+eiby/q4t9a5ODkZIC1lGPOF6R1d5t3XV3Fjk4fuYR+D80EePzNPtcuE3aRDBexpcDO0mB0V2t+Y7ZHY+D4CgUDwcpA3qOZSK//060HevLmY/Zuya935MoKdYocRX2hNadiTy7lyOh7IS83nHnujnLNcWvhN3xzDC1F21xfykf11yhjkmelV1lJpdBo1Bp2au1oqeeT4FCa9Fq0aqlyWi75f7me6/+lhzs6t8mc7q9i/qUi5ERxajHBnSzn/9OtBmoqtxFOZCxrO44kU3+4aQ5WBA23VPDe1qtgDtHvd+CNJpXQy7gvz2Kk53nFNCTVuGxq1ijPTAcqcJnpHl3lzc4kiXCXrA8mWB4lUmsH5EPUeC2O+KB/YXcPx8RUm/VGC0QSby+x5Nt6vJKJUsYFDvROUOow8cW4eX2iNdq+bD++rV4KGjaWLtvpCIok0DrOWKX+Eh7qysqArkQTBaJJ0WiIt5Xe8yiMzwVhSEfmQLVThfDdtgUWPXqtW/oGlpQy/619Eo1YrstG7al0cGVrCZlSzupYknkyzr7EIjVqN06yludSOP5LE67HmRfMCgUDwcpHvar/yxCDFdj1dIz4e7BilZ2QZjVrNHm8R/fMhZldinJsNcn21k+0VDqXMKmdZc/8OFw8aHuoaUyyid9W6uLGxmHavm79or1F0GdJSBlQZArEkU/5sUHF6Jpgdd4wm8UeSbC+3k5Yyl1wPtRo1U6txCqw6fvvCgmJ62DXswxde4z+Pz7Ct3M6x8RVsRo1SNsktX1xbWcDeTR4ePjrFudkgLoueDCqlPC03V/bNBdlR7eSpgWwT6e4GN++7oYre0WXue0sTrXUuIutKxHIpxbieYTDptTitBn763CyhtRRffLyPtCQx5gvji6wxH4znNfhfDVw9Z/IKk02fLXPnruxMsNwVK18UB7snCK8l+XbnuPJYU4mdcqeZUDzFzmoXn/zB89gMGuxmPRqNShm5zCW3DtU/H1RmezsGs3Ut2ZtC1nvwhdbQqFXc0uQhLUk0l9qVf1xf+bNtZDIqnAYdd7ZUotdqABhejKxH+EHsRg2/PjunKFZu1KEQCASCy0VeQ7aX2zkysER7g5u5lTXCsayh3r/9boDnJld4ZnAJm1HDb19YoMpl4h9/2c/gQogPf/c48cR5yWS5mU/ehHNLwPLPd6+7AsvBxI1NHu698fxNnSRJPHFujj31hSRSabZWOOgcypaBv9M9ji8Sx27S8cjxqfW+r+AFN4Iyn31rE5Kk5s2bi9lR5aTCacJtM1DrNtNUYqPKZeHd11dStd5bsLEsIPeeWfRqFkNxvn9sira6Avrnz/sEaTVqPv+OLYTiKT6+v44vPNbH4f5Fnpta5f1tNZyeCXJyMkC7t+gCB0/5PSqcJm7fWcFyeI33tFSiUauzholez1XlUSHzui1VwPloV+5+fbh3gq3lDqpdZhIpiR+fnKa51M7NzcWKnrgcLX/+Z2eVWd0al5nNZfZL6oTLUfSu2uwoUHOZHbVaTTieVI6ZSEl0Dvtob3DT7nXnqZJ1DvnoHF7CZTbgsupIpjP0zwX53NubOT6+wrgvzFMDS/zVm+r52tMjbC6xKW6bGxXHBAKB4GLIpVO5xKDVqLPrVk0B/7leAiCTAVU2/d4xuEhloRmTTsN1lQXYzXo8VgOjvjB1biv3Hxmh3mNGrVLzpXdtz/MFksu3Xo8tbwrsxSbd5EDj3GxwvVSctZKeCUQJxdNsKbMz5Y8wtBihyGagudTGwLpexCNHJ9jT4L5AdRIuPdlwOZ5D8mPfPDLKYjiGy2RgNhjnvbsqCa+l89Zd2Q05nkxRYNZTbDexpcxOW32hYgJ2qVL5pd7/xc71leAP3X9f14GDjLyxG7VqJvxR2huyaTebUUO504xeq75g5EUel5SkDPs2ZTd/jVp1yTpd7simLImaK496ZnqVtXQKk07HvTfmy6l+7qdnKLLqMep1NJfa+NXZObaWOahcr+F9p2ect28r5cSEn1KHiWcGF9lcYqPIZmI2GOfTtzXSNxe+qgRCBALBlSc3WPB6rPzw2SmMOjWbS+xsq8jKQT/cO4FRpyKTUVFsN6DKgC+yRpnTTOfwEu+/oZo9De4L1sdvdYwy7Y/x2bdvxmrS5zlEfvlX/bynpTJrYa1Wsb3cziPHp5SN82KW3F98vC/vNfJdtmwuJY+8y7htBiWDu/H48meXz+d7Rydp8FjRazV/UK+AbI2dlqDeYyWWSF0wYg9kGySHFgmvpfjzthrFwGpj8JL7/VwsUJA/j9yj92rdHIrA4feQ/Qe0xAuzQTIqaG9wc3TMf8n5W/lCvn1HGc9OrtJUYs+7UHOdNeVZ3I3/KOTHd9cXshRao38+TFOJjdY6lxJQANhNOh49Psnn3t7MyckAY74IY74wbqsRu1HD0HyYWFriti3FzARidAz5gAwZwKTTsBpL8rf/bdNFXdYEAsEbE/mGaSYQJRhNo0Li9EwQi0HNLZtL+NDeOkXFdsIf5YW5IF94R7MyZZaWJDRq9QWulpC9i7ebdDwzsAQqaC610+51K66X8o2UvL7KbsFyRiB3I91V6+KzPz2Ly6xjOZLg7dvLlM09lZY4MrDEb/rm+W/NJezfVKQEGi92B7+xcd1q1DGyGKLWbSGaSF9y3Zdfm6ufsL3cznd7JpEyGTaX2pTgY6OXkbzhf7d3EkmS2FruVH4nl8ocyL9HWQtCPuZ3u8fw2IwYtWquqSq46jIOr+vb09weAK1GjV6rwWk14DDpOLquDLlR5lOulX2rYwynScfXnh7lQGs1bfWFrEQSSgft2emA0pTTO+pnIRindzRbF5O/fFnE6ftHJ2mtK2R7hYNih5Fvd43xyNEJxn1hAIKxJLdtLUWryWY+wvEk7Q1u7t5djS+Y4OzcKvu92UbJcqeZO1uquLOlim1lTmJJiX1ej6JIKRAIBJBVPzTrNUTX0jgtWpbCCcw6NdGERIFFr8gjt3vdJFJpDrRWKTX4rBnUAg6TlkO9E3m9W/FEirSUoXPIhy8SZ3ghROewL68vQNa+SaUl7j88TLXLxJQ/qvhQ5PoAHRvzs7nUzqgvDGSwGzWKA/FDXWN0jfhIpiR6Rs+/h9wzcHx85YI+r0Akzh3/0c3WMhs9Iz7uaqkkEF7DadKxGkutBxPLl+wPy12/Cyx6vvTLFxheDOGPruWNTOY2gsq9HA8fncIfSZCUJIYWQ8pmv1EaW35vuYdiV00BD3WNsaPKiS+0RqndxAtzQdIZrspM8tV1Nq8wuY0usvRnqd1IlcvCPXtq6R3181R/VvpU1lb4Xz8/RzCWZGI5wogvTI3LzPHxFeWL16hVjPoi2YbJ9U7X/vkQJp2GJ87NEY4lOD29ysJqnDt2lvOvTw7i9VgVAaiVSAJVBuo8VvrmsrU8Wf3swY5RDnZPsGc9SDg5GWAmGMPrsXD/M8O4LDr0WvW6P7wKtVrFu3dW0OCxXjQIEggEr3/kjSgcS/D/PTnEf3/kJAce6OHZcT+g4q3byrhlcwl37apGr9Pw1uZSqlwWxc4ZUCyj5U3w0ROTFJh1fP/YFF6PjY6hZaxGLZP+CF98vI8Ci56mEhsuswEVsBKNE44n6BhcAlDuwL/TPU40kebY+ArbKpxKduCR41O01hXy5V/1s73cTiyRZntFAe+7oZpHT0zTVu9WsrUusx6dRk1bXaFycySvpQAOk5YHO0aVoOaegye4psLBPz8xyD17ajk9E8RpzUplN5dmgwm57+1i2gjysWUjw1s2F+M063BbDeyqdSm/byBPoCmDKqsE3ODGpNMpQZL8fLk5/7zOg4+Husa4q6WSY+Mr3FDr4lBv1r4gEE+iUoE/mlA0hK6mRvjXbeAgBwpyViDXt0JWH+ufD2ExZDf+Y2N+Jv0RVmMJBhfC3La1hGsrXTQUW/OO21ZfSHuDm9VokkQqO9lw9+5q/JEEf3pNGe/8Rjceq5ahxRA/fHaGLWV2jo1nGzTlVNU97bU4TDo+/44tAEr0btZrWAjG6RzKXtgT/ig3NxUzF1zjbVvLONQ7qXQsHx5YpHvYxwtzWSnWLzzWx//P3pvHx33W977v2fdFM6PRSCONdkuWl8R2ZEu2bIcshLDmFAg1JCUsaeFwSs8pl3sPh6ZAU056X5T2tL30VSCQgBMCoYEAISGEJHYky7Kd2PEmax/t24xGs2+a5f7x0+/nGUlOoSTBSebzTxZrFo3neZ7v813eH61SJi2gq+ULVlJJJb22Ei9IX33yEk9emOGJc3OM+mIcG/UTT2foanawu97GRCDObTvc7GqwsX9TuWuGy5IAACAASURBVDQevtYsKpvLUW7SEoileccWFxUWLVuqzNTa9ESSWd6/080jJwSQns2gYjoYJ5uDx8/MMh1McHx0ifu7vYz5YzQ5jejVCrqaHEUZ0Ts7alc5NtU8cmqKgy3ltFWaOeEN8IVbW1mOpWl2mpgPJZkJxvlwR63QvAkSZGl3vY3ORrtgNqVR8tzAIl/+RT+fu7mJnpElvv0nO6UsbjiexmXWopDL6WouRyGXSWXmIwMLfPPIyLqJDPEz2dfkoNKq4+Or5Q3x8y7MWnQ22iUEdkeDTRpVFUsmYuamzKAGBDfMgfkIbquOR05N8bF99ZzwBuhsFLwpGssNWHQqIL9KqFxiIhCXmur/0HrTBg5rDa5219sEh7UZwWGtZ9hPq8uETqXirr217K63EUlm2dfoYIenjH1NDrZUmXFbdcBlp02x5GEzqpgLJ+kZ9nG4b4Iv3NrKN7vH2OEx8/0+oUnnUHsN/mia9++skbIKJ70BCW+qVSul99nqMtE/F6ah3ECry8TAfIRcLodOreDj+xqYCcdZjqb41tFRTo8vM+aLYjOomVyO88LwIuFEms/84AxKhZzJVQ5FKXgoqaQ3t5LpDCdHlvi///0ssVSGVCZHmV5FPL3CR/fW0uw0cXRwkf/1k3PMLccIJQT+QDKdkTKja0ucCrmc1kozt26tRCGX4Y+kJKT+J/fX89JkkA/v8aCQy4gkM7y9zYXXF+U911RRvbpfmrQKxv1R1EoFn9jfII2WizdnpULOV963lVg6J93sBeR/OedmwijkMspNah46MYlNr+aRk8Kl6YFjXiYDMYnEK7J04qkMMlmeTRUmHuid5Ou3X8vQQlyaZuhqdkjj9AuhBIDUg/bCkI94OltkcDW6GOGvHr9ANJHmcN8Eu2pt3PtEP8m0QLs8OujjzMQyv7k0T8+wkH0YmA9jM6iKXJdPegPs8lj5h2cE19CFUIL+2RA7PVbu2lvLZCBBs9O0Wv4BfyTFHXtqiKez3LKlkk0VpnWY7atBb9rAYSMQya8uzKFXK/D6YwzMR6iwaNlebUGrVkoo6aZVy+rTk0EcJg0D81FmgsWRXqHPxWBB1HjHnjpiqRx/fkMzWrWSM1Mhrq2xoFYKDUaio9tG71Mhl3FHRy3JlazkmRFPZyWsajyZJZLKcHTYx4g/glotZzmeJpvJsRRLcXYqiN2o4oUhH5Fkll0eC1/62YV1UXRJJZX0xlQyneGbR0b49YU5/r9nh/jGb4b40s8v8uuBecYWIxwZ8lFhEhqq68uNvDDoZzYY59EXpzg5tsSwL4ZCJhxC9z7Rj7tMW1SHFw/1HTUWoskVsrk800HhkC38mZVMnqNDftrryvjE/gbG/DHuPtDIdDDB/k3ldDba8dgMdDWJ5Em/dFsuLB+v9ZYQ+8i2u828PBnk+8cn6Gq0412K844tLqEno9FOJJmV/CbE/rVP7G9gX6OD7uFF/uxAAye9S1KgsbteyEqAQJl8pn8Bg1rOZ35wmmurzURTWWaDCRocBumydXxsiXKjmvueGmBvo51vPD9M56p75unJIFa9kgtzIYYWovTPhlf7SZQcHfTT4DDy/MAC6YzgVfHY6Rluu9bND0/N8KuLCwTjaT798EsAUt/b3z45QGIlw8B8hHMzYbqaBTS2x2ags9EufaadjfbX7wv3CnrTBg5rDUJEp8rnBhYIJ1ZocBjwR1JSnU/8AhY6rAnpMgMji1GBZFbw3Ps3ldNeV0Y2n8e7GKXZaWRfk507OuokVCtALpfnwnSQB3sFW+1CAEhhp21no11qKNpRY+HhvnEaHAZOjS/jMGnw2AyYdUr2NzpQyuQsR9LMBhOcmQ4y6Y9DPk8uB9dUWhjzR/k/z4xSplPyYO/E6/ehl1RSSa+6xIbtB3q8hBIr3PvLfo6N+ukZE27GwoSVDJtOhVIhJy+T412K44+niSQzmDQqnBYtc8EEH2qv5qQ3wIfaa+gbXeJQe43kmyPW3h85NUVno4Nf988zvBAuIuYe7psglc0QiKU5PRkkk83hLtMxtXS58bHQE8JmUPGri/PkcsVeEIX7LhTvhY+cmiKVzWLQKFjJwaHdHqncEkpk+OT+eslvQuxRUCrkjCxG2Vpp4adnZvjYPuHyt8tj4Z+fHeJQew3tdWU8cmKCD+yq5l+eH6HZaeSrTw6wzW3GolexGE1z0hugs9HO7dd5MGhUfP6WTfSOLvH1D25nLpTkzg4hO+0ya7HoVDQ7DLRVmQBQyAGZEHT4IymmgwkpGz0fTtLsNKBTyHl2YBGzVtibxc/j5s0VxFIZWl2mIr8M8Qy72gyvro538TroUHsNPz83h8emZyYQ5ydnpgGK6nxwuV4ojh+NLEZpcBikdFGhDvdN4LHpeXEqyEwwwanx5aK/XBFjbdarMWkVEi0NLo8LGTRKHjjmBS43FH3/+CSpTI7uER/9syH8kRRbq83sby5Hq1HRWG7AZdUyH4qjlsvIZHO891o3FRYtC/EUcnmeuXCcnrElekd8PNu/UCpblFTSG0TRRJov/uQcwViS3hE/3+sdl5waL82HeedWF2qFAoUsj1Ihx27Q8Ec73dQ6jLR7yrDolNj0atLpDHlkvH2LC5Bxy1YXX3t6SJjcSmX5yvu2cm4mzEwwLmUW/JEUzU4TPcN+NrtMzIdSwOW9786OWnQqldSzcLhvgjq7AaVSvm4sUgToHdrtIZ7OSiOW4uO0KoWUFS3MRAivoeRAs5NP7q+XphgKD8+1GWWAFpeJRCbLLVtc0s88dnqW265188ipKU6vllhenFjmULswQfKurZX0z4XZXVdGOJ6Wpjy6mh186vpG+ueidDWXc34mwpYqi7S3Dy9GubOjlgqrXhpZ9dgMtFWaqXfocZg0RJMZCZV994FG1EoFzS4j22us2I0amp0GKVg62FLODa0V0vjm1RQkbKS3DMdBnJc9fNxLMLFClUnLDW0uOhvtRRRHoAjsJM7YFoKdxAWQTGf48i/6USllqOQy3tZSQXtd2TqmQ+HzF85BGzUK/unZYT5zfUMRK+LZ/gXOz4YwaRTs8JRJKSpxLnkhlODeX/aTz+VIZvL87L918ouzC9zZUUsmm+PPf/gy1VYtfd4A2WyWMoOW/37TpiKDrpJKKunqknjr/vnZWRodBvq8S/xft7SyEEpIB1Umm+O+pwb4/C2b+LsnB5lajtHoNFFj09PqMmPRKfl+3wQKmYyaMj0N5QbGlwRL6vGlGHfs8awDLBXuT+IB7o+kuDgbRq8Wxjfv2ivsfyLboXAPPNw3waH2Gs5MhQCKuA9weT8t3PssOiX/8MwQ791eycnxZYlh8/uMHhZmLcTXLQRDiY2Nu+tt9Az7eP7SIi9PB/n8Lc18/ZkR/vrdbZzwLmPVK3Fb9UWky2wuj82gont4iXwuh1GrJJLKQh4seiUem4H2ujIe7BWMFcWLpkIuK2JSFPIhCllAfyj+TgkA9R+o8C+tMAAA+E73GEatCo9Nv879UlxU2VyenhEfdQ4jDQ6D9BfdPeRjMhAjkszyyf31PHDMK4FORKDHWiolIAUdzeUGekaX+OwNTZzwLrOlykw2l2M+nCQQW6HMoF6Ha83m8nyvb5zT4wGayo2YdCq+8eGdRcS046NL/PT0FH2jSywnV/i7P9rK+3Z4XrPPt6SSSvrPSwTO3d4uWFI/N7DA528pJsKKWcq9jXa6h5fQq+VcnAnz9i0VqJUK6eAyapXU2vTSJabZaaLcpKZ7eElqvN7fbJfcHdfilQsP340gSo1OE7U2fRG+OZvLMxOMk0dWhNrf6EBcS5i8vd1DLPXqwuvE4KRn2E9blWUdLfLIwCL/emSEXR4Lv+5f5LpaG4vRJB/trN8QkS02UurVCkZ9MeQycBi1mLQKRnwxXCYNeWS4y7Q8fmaGG1udyOUy3Fa99Jpr38NrjZP+bVQKHH5HFXLRDWoBRX1wk3PdrVwknD0/sIgvkqLcpOFPDzRsuNDWEs3EMkihD4a4OHpH/Iz5Y/SO+OhssHNxLsKWShPxdJaP7PHw0Ikpmp0GiVIGFC3oo4M+njw3w+mpIHd3NfDs4GJR8ADC4vjsD0+jU8qQy+Xc90fXFEXAJZVU0h9OhXvH/d1eYqk0vugKf3vb1g33F3EkL5rM0Ow0cnxsic4GO2P+KLtWm/BuaHXii6aKbsziPid45PiLfCTmwwnpZzd6f+LFScTnF2Yc4DIOei0ZV7SNLsw8bJR5fa0OTzEQa64wMb0s7O2F2eVsLo/XH+WFYT/v31nJk+cWeP+uag62OIsyFQ0OI/PhBJFktiDrkhfstReitFSYGF6Msr/ZznwoxQ9OTvCJffV8u2eMQ+0eRhZj+GIpmsoN1DuMVx3ZtxQ4/I7qHfEz7o8y4oviMGjZVr0+KoXLX+x0JrcuEr1SiWPtoihElz58YpIWl4mOBrv0JYQ8/bMRFsIJ5iMprnVbsBo1yMjjtupXKW7z3H5dDae8S7RVWWivK+PeJ/q5psbK//urAf77jY385Mwchz++G6NOLb3+vzw9yMMvTbG12oSnzIg/mub262q4vtX5un3WJZVUkqDCfQOQUtWFJnjXtzqL9p2ZYIJocoUWl1k66AEmAzHOTYfY7DLx+Muz3NlRy4sTAd657TKyWbz4iKj8wsNctLAW97S1eqXHis8tlnLXIvl3eqw82DuBQS0nls6xpcrMdDCBjDwem+E1PUAz2Rz3d3vRq+VcmA5j0CrparIz5o+hUyuRkSeSzJLL5TFpFYTjK8gUMtoqLVKPgYjIfmHYj1GjpNqqZXgxyhdubeXMVIgnzs7iNKvRqZVsc1tX3YsjdDaU8c/PjfDe7ZX8/NzcqrXBEtvdZfzpwYar7sJWChx+R2WyOb7TPYZOrSSeFsoMYjrwlSLjwvrUdDBBLpcjns5KC+eV0nP3PH6e5EoWq05NVZlO4qWL5Y5n+hfY5jajUSpQyGTkZdBWaeGFYR+BWIpQYoUbWiuYWIrhMGrZ22jjSz+/yEd2e/j6M0Psa3Aw4o/wwz/tLCpbfKd7DL1GyW8uLbDdbUanUnGtx3pVokxLKunNqMJAoGfET71Dj8dmKOo1KNxf0pnsarkyTSCWptamlw7gwtu+Rinn2OgSToOa87Mh/vrdm4ml8+uedyNzvrV/tvb99gz76Z8LQx4OtjjoHl7asP5f+Fxi3b5n2IdereDYiJ+9TeXU2q6csv99P9O17//IwCI/PDWBy6LDYdAQiKeIprJ8ZHcNx8eWhYBBp+Tc9DLhZJYKkwZ/NMXepnKpDB1NpKVekvMzEX55fo59TXb6RoVyz89ensFu0rCt0orDrCYYz0gZnUPtNdz31AAf2FXNj16cZpvbjMdmuCp7zEpeFb+jxNnfVCbL/mahKSiZzvCln11g3B+VACOFP7+3ycGp8WUmAzGyuRzVVh2hRAa1UsHZqSAvDC6y3W1eN2YkYkY3V1qIpTN4/TF219sl8lg2l0cul3NnRx1mnZqtbitWowabQcBa2/RqEukch9priCQy5PJ5mp0Goqkshz++m+XECl98ZysnJpZorxUyEYXAqk/sb6Cx3Mg3Du3ArFPT5NTz3MACPcO+P8hnX1JJbyUV0gMH5iPUOwQCY2ejXWINiLyVU+PLlBnUDM5HyCOjpcKMw6glksyyt9HGwHwYQAIfeWwGrFoVMgVcU1NG31iQ/tkQBo3gLSESFsWDdS1HQWwCT6Yz0limeCDPBOOcnQ4yG47x978epMFhIF8wYVH4eKCIxXBnRy0em4Hbr/NQa9NLAClxQuLVUOHvUqiB+Qj1dj0vTy6zqcKIXCZjS5WFvrEAW6rMtFWZ8PqihBIZcrk8yZUcnQ02osmMFASdmwlzR2cd/XNROhvt3LzZybEhPwc3lXN+NkxHvY0yrRq5QkYqkyeXz7McS0uXQY9NTyixwpff00a9w3jV8BdeLb1lMw6iCjMMF2fDuK1ajo0u8a5tlRtmHMTUYTieZmu1VWqazOag2Wng4myYD+/xSI1HYgTuj6Sk1+hsKOP4mNCgub9ZqA+KXdMbTWIUphTF1+tqKi8qN3QP+Rj3R3hu0Mdnrm/ip2dmuOfdbRs6x33zyAjRVIaFSIr3FDjRlVRSSa+eChsHBUSxf50V87dfGKXSouWnZ2b4y5s3SfvGZVtlobHx6JCfqUCMQ7s9RFPZdc3Z56ZDbK+2EEpksOqUnJ0KodcoaXYaqFutra/tWSjMbATjGSx6lVRKEPsu5pbjHPcGuLnNiUmrZnu1pSh7cX+3F5NW8Qe5Ua+1oBb3z2Q6w6cffonWCjOBWJpbt1VKe/FcOInTqOGZSwto5ILfT7lZyza35YoZ5sN9E2iUcvrGAnQ02IimMihkMlpcZspNan5wYpIPtddIxon3PtFPR4Od+XCSuw80XvF9Xw0Z31LG4T8ppUKOQi6TsM+zwQTv2FKx7jAVo1uFXEY8ncGoU3F0aBHIc3CTk4ObHESSGW5v99Az7OfibBiLTkk2J9h5b3ObGJgPc8eeGinl2NXsoHd0iWwOFsIpyV1TBKiI0Xl7XZnkjdE/F6bOYVzHlehstFPnMHHHnjr++blhoskVvtszvuHv/NG9dQRiabZUWZgJxjc0eimppJJ+N4mgJjF7IO4ZIDjgbmTlfKi9hsdOT9PZYOehvgm2uU1cnA3x4kRQ8lToGfbjjybZXGnh2LCfc9Mh6TWEJj/B0yaeztJUbmDMH6PGJoxinp8JSVnQ46NL2AwqBubD9I0FmAjE6Z+NSOZM1VYdbqteunVvqTJTYdXx4d01BGJp7thTAyAZAn7r6Bhz4QSjvujr9REXScx43PfUAC6zlu/1jks464921jERiLHVbUKtlK8GNXlGFyMMLkS4o6OWyjI9LouWria7lMkRfz/xYBdplf1zEdrrynh+0Me+RjvbqgXL7FAiwz3vbuP46BIGtYLv9Y5z+3XV9I0tSUCsaCLNFx47y7P989JzX8lg642it3zgAJdpZl3NDrZVWynTq/irxy9wZGCRTDZXZJjV2Wjnzo5a+mdDq3U7mcRY/8T+BmKpDC0uEyatgqNDPgbnI+yuK+NzPz6Hy6LloRNTAOyosUg3kMGFMIFoiv650IYuaKcngxi1Sn780iS+UJJoMkNno11awKIjnUIuYz6cJJbKMuSLMu6Pbgh+0qqVfOV9W2lwGCg3aoo2opJKKum3V+EaFEFNoueB6I8DsKlCz58dfpHnLi1Ih0YyneG+pwa4flMFpyeW2eq28rWnh3BbdQzMR1iOpWmvKyOPjDq7gXg6i0wux2O7/BoKuYx6h57nBhfZ22jH6xe4DlvdFmKpLFvdFh46MYVFp6R/NkT38JJkpCQjT9uqeVVXs0PCRYsmVRadEoUMamx66uwGXpwQyigP9k5wdGiR+XCChVACh1H7mqTi1+6FhZ+1+P9OegPcfl01vaN+VrI5vP4ox0eX6Gou5/brPMTSeQnzr5DLqXcYka2WFT65v56P7q3jR6em2F1XVgQBtOgEMN92t5ne0SX+6p2tZHJ5/sdNzZwcX5bMBnfX29CqlbRVWcjm8oz5YyzHM3zlfVulbO/f/PISA/Nhfnhqssg6W0RmvxFVChwoxlPvrrfx6IvTlBtV9Iz46Rn2c8/j5xldjHB+JsTx0SVOjS9zaLeHi3MR+mfDmHWqNdGjMP6okMnY11zOoy9O89/e1kTf6BLNTiMTgTgPn5ikq1lwqGupMJPM5GipMEu+7mu9MaLJDBVmHXKFcBNQKuQcH13iN5cW+P7xcf7XT8+z3W0mmlxhc6WJbDaPVq24oiWrmNUY88dwW7VFfREllVTSK6uwd2k6mGAmGKfFZWImmJBumiAYH5m1Cv74Wyeptel55NSkdGh86+goXl+M31ya4/27qvHY9Hzh1lZmggnu2lsr9VSZtAoJwtTqMjLuj9PgMNI95GNHjYX+2TC3X1dD7+gSH91bJ7k0NjuNeP1xmp1GwX1XoySfy7EcS3PXXqEHoavZUUQpPOkNMB1MYNIq+NGpKfY1l/PMpUUiqQxPXpjHH0nR6jJR7zCSzOTY31zONrflVUu5F+5VhQe4+N/iZy32h213mzk5vswtW1yUGdR4/QLsSjAjlHOwpVzC/Hc22omnMxxoKZcytof7Jri93cPJ8WUp07LTY+UHJybZs4q/Fo23PravnmgqK+GsC7MGnY3CSL3TpGZgPiKVcrqHfOSyebRKOelMXrIdUMhl2AyqN6wZYSlwWCOlQs49727DoFHT1SRE5g6DhifPz+OPJiU06wlvgLZKM75oip5hv9QkJET2YULxFT7UXs2xYR83tDoJJTLc3OZicCFMLpejxWXCH0mRzuQYnI+wr8mOWiknm8uv88YAaHWZKDdqsBu0kvEVwFwowcBskPMzQf7ml5f46N46qix66h0GZKuGNie9AdQKGR/8t16CsWTR84r2trddW8k9j5/nyEAJT11SSWu19rZbWIYQU/xdzeWS6y2w6nvg4NEXp/nb27ZxZirIP95+jeSU+5vBReLpFfQaJTq1kv2byjHq1EXPASCXy2l1mTjcN4HDpEWllLEYTTEZiPG3Tw7Q4jJx0huQSiED82HKDGqGF6M0OQ2olXJaXCaOj/jRa4Q/F+2mCxszxcxqpVmLx2bgnne3EU6scPPmCsZ8UbZWmSUDvnqHgb9575ZXrfFPDBiODi5KjdsC4dGPVqXgO91jbHebCcVXcJkFB07RV0Mo6QiGUAdXsyaw3uhQbCgNJTLSfr230c5J71JRGen0ZJBDe2qlngXxOV4Jea1UyHnHFheJlTytLpPUEDsViHFNjZlah4mP7PHQPbhIOpNlu9vMQ6vY7Z5h/7qL3dWut3xz5H+kaCLNV5+8xIFNDry+BG2rvQkgECdNWiU1q41BInSktdKMSiFYzhq1KnK5HP2zYbZUmckD8XRWokoKExoQT2e4s6OW7/WOr6NY9o74mQzEGFmMUe/QS48H+NbRMZ69NE98Jcueejs3bq7g/EwIXyiJ3aTmmpoydtRYuO1fe9nXZGcyEOfu/Y3reBNf+tkFygxqYqksVVbthvXYkkp6KyqaSPMXP3qZ/U0ONGqByigePGvX0fHRJbI5YRxym9vE3/1qiBtanCjkMoYXo9yxR0AzX5wNs8tj5l+PjnHHnloOtjiLxiXFhr8P7nLz45dmaHYaKTdp6B1dkvD3F2fDaJUyTo4vS2wWoUk6ysW5CP/zHZv48Usz0s9PBuJcmAnykY46wokVLs6GJMrt3QcaJW7D2pHyK42ovxpai3T++18PstllZjme5t7btnF8dImjQ4tUl+npHvbx2Rs3EUtdPvg3ovL+rq+99rH/2ebFwsed9AYwahQ8fGKCWruRtkqBwSHu4ednwmhVMmTIKTdqKDOqr8jTeC1V4ji8BipEvPaOLkn/FA/VtQtK9LY4NuyjrcoiuFyemCSbz7OvqZy+Ub8EbxLJaoX4azFjUfga4vvoGfZxcTrEZDDBR/Zc7qwunLduqTAyOB9lMZpAJpPjNKixGjWE4ivs9Fi476kBPn2wgRq7cd3mkExn+F7vONk8HNhUTjixctVRzkoq6fWUuL6/e2yM3R4bJycDfHxfwzqfhvdcU8EXftLPDrcVu1mD1x+l3mHguYFF2ipNJFbyJNIZ9jU5ODbi547OuleEKpUZ1Dx0fJyORjs/OT3DTZuduK161Er5ukBl7VRD95CP5wbmmQsl2VopvJ9qq07aX8TX2+mxcmzEz28uLfC5tzfz0zNzHGqv4dxM+DXt9l8bGAlkxiTheBqZXM4uj4X//dQA97xrM8lMXgJVPXl+lo56GyfHl/nK+7Ze9Zca8ezQq5Uo5EjQLhEUpVcLDqblRg25XA5fOEUym+Mr792y4STca6VS4PAaqJCMdmdHLYf7BGvs5VhaWvSH+ybYu2qJvfYWIoxKxQnFV4rIlK8U2V8JztI7Injai8CpjTIC3UM+nhtchFyeCouOZqeB7mEfkVSGeruBrW6rhINdO8IkKppI87dPDnDz5gr2Ndl/b+OZkkp6I8kfifPJ753mzw40YtQqmQ4mSKUzdI/4+foHtxd5R3z7hVFcZi33PTXA1ioT40sJ3r3NxXQoiadM8HJ49MUp3rHFxXW1Vh45NVVkBlVoKiXuBWIw8sFdbr729BDNTiPTwSQHV6es1moj5P2nH36JzS4zS7E0OzzWIqR0IYLapFUgl8s5OxWkwqxBp1LyqevXjw++GirMLDhMGh46Ps6+JscqmVFBg8NAjc3AwLzgVHlyfLlojytE+b+eB+vvo1eCCfYM+xmYj9DsNHJs1Mf56RAdDXbMOpWUjX499t1S4PAaaO2iFL8IZ6eWCcTTOAxaDrSUc3zUf8WD/OjQIg2Oy7PUGz3vRirEvQJSz8MreU10D/nw+qP0z0X48nva6BsL8I3nh1Eq5Jg0Cjx2I11NDtRKOS9PBUllsus2i2+/MEo0lSGWylBh1rKr1sY3nh/mnz50rYSyLqmkN5MKD+tb/+kYVp2cfF7GF9+9BYB0JsvIYpQWl5kKi7bokP/yL/qpter43okJNlcZses0uG16NEoF19ZsTGctvDisTbmLXAWXWYtCLpfKHr9tiUB03X3k5CQ3bb5sfiVmNgGJeBtJZtlSZSadyXF8zL+ODfO76pX2NfF3nl2O89zAIv/j5iYpy1EYSMGVaZZvJomfx9FBH3q1nHPTIRRyuOddbZybCW94sXwtVOI4XEEbTRT8to8BpHLAN4+MSKRFfzTN0HyUTE6IHGttBu7v9hJNpOkd8ZNMZ+gd8bOjxoLDqKWqYDYaiqc4rvTaOz1WlmNpAGaCcebCSWkeWQxi1v5enY12Upkcd3Z4pM7dLVUWjBolZt1qr8VcSGjqykMslaHZaSh6njs7atGplHQ1lXOovYZ7n7jIdZ4y7ntq4Hf/8Esq6SpWMp3hX58b4VMPvUSFScPnfnyOd22rwBddhtAt9AAAIABJREFU4e2tLilYH5qPEE9n6Z8NFzXEadVKbt5cwfPDPrZUmSjTqZHJZUSSK5DniodfYWOduBecngxi0Sl5+uI82RxcnA5xdHXM+pXWPBTvcTs9Vk54A9y0uQJfVLh0nJ4MMhOMMx1MkM3lVxsMtbS6TADsa7JzQ2sFHQ2236tJTyzVig2X3UM+jgws0D3kk0YQf31xAZtBzb+/NMfdBxox6tRFzJpX2hvfTBK/A3ftrSWezmHWKtleXcaLE0HOTYdYCCWLzoyrTW/uvx2ujCX9XR5zuG+CeDpLz2ow4TRp2eQyopTLseqVPP7yNImVDF998hITgTjf6x2XOn4Pro7+nPQGJCZE4eJMpjP825FRjgwskkxneOCYF7NOJYBHVhGubqueaquu6ItU+B4LA53CruHORqFZ8k8663h7WyXz4RRN5SaWY2n+pNNDhVkLyJgIxKWUmlYtZCCub3VybibMX7+7jZMTyxzc5Cyany6ppDeykukMn/nBaQYWQph1Sn52dpavf3A7DpOOL79nKy+M+RjzRQWraBnE0hnaqkzrDrXBhQhVFh1leg0tFWa+9O42HEYt/liSnmFhTa5d8xsdjrvrbfSOLnFot4d4OkNehsR2EbXRwdw95OP46JK0F5waX0avVvDriwtkcpef22XWshxNc2EmhEmrYHgxxlw4yUwwLu01a0cMf1e1VRq55/HzXFtt5nDfBBOBOD88Nclzg4v0jQUYmA+zudLE0GKU3BuYYfBqKZ3J8WDvBM1OI01OI+F4ml9dnMdt1TK8GLmqg6er9529Slo7NgPFC3mjfxdv++Jj7uyoRSWXE0qskM5k+XhXHW9rqaDFZSIQS3PbtdXoVEpu2lyBjDxNTiM9wz4OtddIWQODRsmXfnaBnmH/uqAksZLhheFF7n2inz31No6P+ovGfDZivBf+XmIQcXx0qSjNV/jYMX+MxnIBFLPTI9Rb9zbaGVyIMDwf5uzU8rrAYHe9jcRKjo/vq2cpnmYyEHvDzh2X9NaVGJw/27/As/3zfPPICN895uV911QRTmTY5DQLtXOVku3VFh47M8UOTxk/PzuD26rnTzpqqTBr6WgQUumFe0ZbpRmbUUWDw8gn9jdg1KmRy2SYtCoG5iMAkh12IZtFVGHQf2fH5RHArW4rNqOGtkqL9LPieKJereDB3gmmgwkmAzEuzoZZCCVX7Z7zeP0xNleZOT8d5OxkkKODi1yaDeOPJfHHUnj9sSJS5E6PVdr31oKJfpeM7deeHuKWNhf/9oKXOztqiSYzVJq1kBf8IzobHaQyOXbUlHGgpfwNTU78fXXSG6BnxEdiJcPwYpQ6h5Gt1VYOtV+mToqffTSRLiKSXg160wcO4szt0UEf//Oxc0QTaWl64TvdY9zf7UWrUnDP4+f51tGxotu+eFBr1Uo0ajlVFh3HRvwStW0hnMAXSTPmj3HX3lrUSgVuqx6FXIZJq+TMVIjd9TayuTz/5zdD7K4rk4hwhUGJTqXEYdDyofYajg0LBLSe4Y0X61qsLVwOIrK5/LoNSvzy/XG7m/65CB/Y6ebeJ/rZtQo5aakwIpfL8UXTHBlc4DvdY+tuRjtqLJwaW+I73V62ua1v6QVf0htPYnD+2OkpHntpWiAw5mE2lOLOjlrkMhkTS1E+/fBLaJVwjdvKmcll7v/oLvZvEuA/u2ptfOYHpwnGklJW8PjoEgq5jAqTtuggvGNPDf5ISkI0Z3M5RhcjZHOX17PIhfhO95gEkDs9GZSgcF3NDm5oda4rH+RzOcZ8UZqdRqqtOiJJwaRvYD7CTDCOiMBPrWQxqBWM+aM89tI0/liKfF6Gw6DBYdTS0WCTSJEP9k7g9UfpGwtwcTaM1x+T9oHCzKa494gl2bVEx4ObHEwEYnz9g9s5PRnkrr213LDZxQ2tTu7aW0s4scIn9jfwyf31hBMrV3Uq/rXW7nobXU3l6FRK7tpbK30Wy/EV3rG1EhDG/cf9Ub765KUiIunVoDd1c2RhJ+8jJyewGlRks1DvMJLL5bHohbr/T87MsLfBTjydJZ3NbWgOlUxneKDHy3ggzkf2eAglMpyfDnFuJsieehtDCxG2uS3U2AxFRlQKuYyjQ4tUWfWMLkauaDwlvtdz0yESKyvEUjluaHVKPRZiJuGBY17cVl3RWFc2l+PSbJhsXjDT8dgMUsd2oc3t7jrBK/5TBxr4txfG+IsbmwklhADk/EwIfzRJY7kJj00v2fKK3eOPn5lhJZMlm4dffnb/G6azuaS3ljYyPgJ4sHeCBofQtT+1HOMdWypRKxXMBOMMzkXoHfWzqcJENJ3hps0VyOVyam16af392eEX2V1n4+R4gL+8eRO9o0u0usySgV3helnb/Pid7jGMWhVuq04aqRQZLrlcnlgBl2VtY2Dhc2VzeZ4fXIR8nre1Cn464ih2LpvHZlRRtTq2udNjpW9siUuzYerK9Tw74KPOZmBzpQlfNIXLrJOAc+P+KMfHAmx1W7DolBwb8dPV5KDGZpA+185GOw8c8+Iya3n85Rk+e+MmCZx00iv4XogGWcDr1tz3ZpH499wz7KOruXzVllyJ1x+ls8HOmD/2mkyUlJojN5CYIszm8rx/Zw25nIwaqx63Vcvkchz3asR+27VuFqMpoqkMrS6T1IEs3taT6QynxpeRyeV86LpqfnRqiva6MtqqzFSatRwZ8tHsNNMz4ieRzvL0xTlqVw9fgFqbnsH5MDe3ua5YtxJv93ftrUWnUtHV5JBSiEcHF/lN/zz/dmSEBoeRyUCCL9zaKpVBekb8DC9GCcTTRJMZ6XcXyXb+SIoGh5EfnpriM29r5vGXZ/nsjZs44Q1Idrcf31eH06Sj3KjmyfOzGNRyeoZ9fPuFUW7d5iSWWiGTz1Pn0ElmXCWVdLWoEAFdZlDz5Z/389MzM3z+x+f49MMvcduOCp4dWOD8TAijRiU1DrqtepwmDe0NdmZDCXZUW3FbdUU9RUqFnK9/cDsnxwN89b+0SRCm9royeoZ9tNeVFWUoxQzgTo+V+7u96NUKoskViRgpBgduq54am0GayNqo92Gnx0rPsE/yW/CU6fAuxVe9bpboGfHhj6YoM6qIpbNAnslAjFPjy1zfWsGnb2hmYilJJpPnwmyQofkIuVyepy/OYVDL6Z8NEUll2ddkp6XCRCixQpvLQtUqd8Bh0qCQy1Aq5BJl9jPXN/DIyUn0q0j73fW2IoOsjcrDJb2yxM9MJFXe2VGL26rDYdSyr8mxjib6h9abNuNQCEcphKdksjnufaKf9+9089JkkAaHgeNjS1h1agLxNLl8DpdZzx17arjvqQHev6uGx16aYpPLzMRSlEQ6y+3X1fCjF6eptmpZiqRALiORyrKtxsL5mTD7Gu30jS3xlfdtBVgFgSiKbjG/jcQo9Pu9XlIrOeLpDAdbK4qeQ4RDXZoNs7nKjEIux2ZQcXTIh0Im46N76zg9GSy63RRa+wKrduHCGNjLUyH2NdrpHRXqrh0NDv752WF2eiy8MOyjzm5Ao1Lyrx/e8ZrDYkoq6bdRJpvjO91j6DVKQrEV5AoZT5ybYTGcIppcYWu10LO0zW3FF01SadXR4DDSUiE4J7bXlfFg7wQL4SRNTiP1DsO6TJ+YshdvhGLQ/ko3awHGtIhMludtLRVSFvBKa6Zwvv+uvcLtcm324ks/uyBZNre6zIwvxbgwE+TWrVV0NNjWkWcz2Rz/dmSE54cWaXOZqLTqUchk7Ky18b+f7OeL79zMixNBtlQJe+9MME4mB4lVkm0hoK6QbJnO5JgLJ/8gtMO3iq7E+3k1VeI4rFEhvGltSnGnx8qDvROYtAqWYysEEytYdSrKDCrOToe4ttrC+ZkQnQ12Hugd5553bebRl2bY5jbjtup4pl9wuIunM8RSWQwaBR31gjNdvUOP1x/no3vrpAixEEULeRRyOTtqLBsCmMSfL5zt3u428/CJyQ2fe63EgGkxkqCx3ES9w7DaVCU4dX5kj0c68EEIavbU23joxCQGlYIyvQq1Skmry4jNoOafnh2mo87Goy9OEU1nSGeyOC06trutfHh3DY++OH3F8ktJJb3WEr/vC6E4s6EUTpNwo1crZUwG4tSU6QgmMnz+7S3MhFKQR/BtGBPM3+QycJp13LV3/SHZO+LHoJbz6IvTfOHWVs7NhItIj7Axc6DwcJ0JJogmhdr+lQLswpLq84OLBOMpWirMfGJ/Q1EgAfDdY+Pkcnm2ui1SoCBi7xVyGRadkp7hy4Taw30TaJUCpTCWzLCtxkq1VcevLs5j1yu5MBfm7W2VeGx6KYDK5fMc3CRYRmdzeWaC8SKIVOF7Ll0cXju9EhDw1VIpcFijQmqXCEDpnw3R2WjnhDdAs9PEXDjJcjSNzaiSan7izbvcqOG5gUUpM3GovaaoZvrdnnGQQUuFicVoilB8BfPqmFOFWcsn918ZCFXnMHJpNsS+JgczwcQ6UtiVIs3fJgIVoTTN5QZGfFH+n3e0rLLuTVRYtPQM+9jbaKd7eIlMJoc/liKZztJaaeKJ8/NsqTLztpZyQMbAfIQ/bnfzw1MzHBv2Mb0cwxdJY9WrqLFqGV9O8Bc3biKSynD3gdeGOFdSSRtJXN/nZ0IsRpJAHqdJxwmvH3lexlRQcJC06tVcU2Mp6vsRDvQ4Z6dDmDQKau0G4ukcW6rMRTfr46NL/PL8HB31Nk6NB7jn3W2/FUm1e8jHdDCBXa/m6NAiX7i1VYKnbUQTLIS9nZ8J4Yuk6GoS6tpapZyJQJyuJgfP9C+wy2Pl8IlJvvLeLURTWelgd5l1UmkUkPqaOhsd9Az72VJlJpvLMR9O4rbqV/uw/Ji1SsLJFbqaHCjkcqaDCZxGDWP+qJRxmA4mSpmFP7Beq+xDKXDYQIUfNoBZp+KRExN8eI+HQGwFQMoCgAyFXCb5SBRGeSJaurPRIXk4HBlYpGfER2eDHZ1ayXa3mXt/2c9SbIXqMi03trrWRej3d3vRKmUMLESLDGhOTwYlj4sWlwkQNgDx/Yg3ocL3dqVU55d+doHd9TZ+fnaWv7x5Ez84MUlHg9BEVWfXs8llYnAhgj+aYmY5gUGtpMlpQi6XMR+OI5cJXeJmvZpcLse56SBapYJT436i6RxK8mSREU1lUCsUpDJZnvvcQawG7av6d1dSSVeS6AOgUSroGfaRl+Wx6TXc867NnPAGeLp/gbdtKmcikJBMpUBY63PhJJVmrdRAeGp8mfMzQRbCKZRyuL6lgv2byqW9YyGU5Jn+eW6/rpqT48tSmWKjzftypqGg7Ndkp290SQo6xIM+j6yo+XLtzTKbExqdH+qbYHOlmYG5EH+0s4b/+dhZbtzsJJLMcO9t2wAkhPT+5mL0fWHGstAw686OWpQK+bqSAwilimA8w8GW8qJx71Jm4Q+r1yrDUwocNtBGC7Iw1VhYtxRdLDfygegd8aNVwjeOjEno5X99boQRX4QGh5GdtWVkc3mmAjGODPpABtvdFq6pKZMO+8KNYJvbXHQD2u42c99TA7S6TEwE4jQ6TUSTKwXdtQq8/riEi77Sl2ej1Orl5zYyEUjS5DSwHE3ji6UxqxUsRFN88Z2b0aqV6zI052eCnJ0KMrWcwKJTkcnm2NtYzlwwwcxylKHFGA1OPQebXWyrFubNX233vJLeulpb8xcPu2wuj1mr4B9+M4RSJmMqEOfQnlpSmTxWvVIaiRZv8f2zIfQaJRenQ2yrsaxONyiKPGXEaYV9TQ6GF2M0Ow2olYoiDPJaQ6q1m7lYHhVN7ra5TXzux+f49MFG/v305VKnQi6sD/G512YgREfemzZXsK/JweG+CXZ5rPzL8yO4rTr80RR/3F5LR4ONw30CQMhh0hah719pEqsw8PmP9sjSWn5zqxQ4/CdU2Esg2tR2NTvWOUOKN3mxKenuA4082z/PYy9N01Zl5sY2l+QpIYw1poA8jeVG+mfDHNpTiz+SYmA+QiaTw2JQEU9laKuy4DBpODrok/ot5HIZbZVmOhpsnBpfJpvL0T8bwaJXEklmpZvA2oUvjF8FJJfMwk1P7K/I5vIML0ZpcOg4Ob6MzaDhba3OdTcL8THnZ0JoFDKODvmwGdSolQpu2uxkKb6C06jm6f4FdCoF5UYNS5EUc5EEf9xe+3vx7ksqqbDmf3RoEYNGiU4luAzurrdzfHQJGXn0GiU/OzONWiGnxm7g1q2VUk+B2BScSGf48UtTZHOwv7lcYDiQp6tZqOGLnhPf6x2nxWViYD5KYkXwaulqcjC8GC26qWvVynUNgoUZDNH0LhBbkQybHn1xmhaXifGlOOUGNVurrdLafOCYF5VCzknvErdf5+H6Vidf/Mk56uwGxpdifPWPtpNMZ7j3iX6anUYml+M4TTo+ub9eCgimAnG2VRf7YhRmW8X39Xq4X5b0xlIpcHgV9ErpoLXubGIdU9w01hphpTM5nrm0wAd2uvnpmRluaK2gd9RHLpsnnsmxvdqCy6xlzB+TrGXPTQXZXnAj2sjwRmyuFG8n3UM+pgIxzs+EaKs0c3xsiQqzjk2rZLiB+TC76+2c9F6eO39hcBGzXl303sXsixDghDGoFeSBCzMhNEoF52aWUSsUqBUKmioMHGgup6u5nOOjS5yZCPCL83O0uoxsrrRe0dynpJL+I4mH5Ifaa6TmvIH5CK0uE2V6Jf/83Aifub6BPm8Q8pBYydA3tsTd+xs5sMnBvU/0c/t11cTSOXbX27jn8fPY9GoWoykay000O43MBBNcmgvxxXdu5txMmHQmx2wwTiSZ4SN7PDx0YopWl4nB+TA1Nj2PnZ7mth1u+kaFSSlxrRwd9GHVK6XUvnh5SKRXeOTUFP/1YAMvTYZXPSHy9M9G8MeSNJYbqXcYAaF8+vdPD1CmV9FcYea/vq2JaCLNfU8NSL0RYiZD7FVYa+v9Sg3WpXVY0iupFDi8ztrIObPwxv7AMS+7PBa+cWSMz97QxPGxZRYjCUCGXadiOZnBrldx/eYK6bDWrHY/J9MZPtJRx7FhH2a9uqj+GIilsehURJJZPrm/nuOjSxwdWqSmzMCRoQUONDtJrGTZ5hZKBzaDih+cmOT266o5PrbMlirzhr0Shbe8MoOaFwZ9yOUymp0Gjo34OTsdJLmSo8qqpbbAZTOdyfKDE5ME42n8sTR/eVMLL08H6WpylDIPJf1WKjwAH+ydIJxIc2k+wr/88bXSDVkco/7Armr+fTXTJ5fLOTuxTDyTJZxY4a699ThMGillf9IbwKBR8uipSW5uq8Bh0vJQ3wR6tZzGciPxdJbORkfB/zNJo5iF7+u/7Kjk8/9+gQPNDpqcJmlaQcxEiP9scBjwRVP88twMkWQWs07J3fubcJg0LMfSpDM5jg77KDdo+HhXnQRoWsnmCCZX2NfoQKdWXnFKoxQElPRqqxQ4/IG1thHTqFHwj78Z5kCzg1Qmz117a1eNXiI0Ow2r9LbCTAJAnoH5KJ0Ngh/9ofYavt83gSwPm1wmFqNpgtEUS/EV6h166h1GdtfbOD66RP9siI4GG31jAWkUq29sicH5CB9qr+ZrTw/xgV3VnPQKf76RhW3h2OjAfISuZof0+yTSWX4zsMBNreXo1CpA6Nw+cmmBl6eDeH1RbmpzcWk+wvZqMzqVqsiuu6SSClU4XXB+OkQqk0WvVlDvMPAPzwzxgZ3VjPqjEo1VIZdJ49XCupiEPDQ5DXy7ewyXRcfmShMtFSZ+fXGBt29xsa/JXtTofH+3F4NaRiQleEyI6213nYVHX5rlHVtcdDU71h3aDxzzrk43JOhqcjA4H8akVRJJZtjXXM7DfeNscVuJxNNY9CoeOTmFTJan1WXmb963VQqKTo0vr05AaBmYj7IQTiKTQWO5gXg6K2UES8TFkl4vlciRf2AV0tJ219s44Q1wfYuTqeU4INDn1Eo5B1vKCzwthI9/PpxYtc1W8Mn99cTSOT62r55zM2EWw0l6Rvw8fWGeSrOWzVVmOhvsRJJZtrvNnFylP35ifwOxdI62Kgs2g4p7n+hnJpjArFfz45dmOLSnlkdfnGI+lOC5gUXJEKvQcOukN4DDpGF4McL+ZjvHR/0SWdKoVXLHHg9Hh/y015XR2WhnOZZmc5WZA5vKee+11Zh1ar72ga34I2mJ019SSYUSCY89w8Jo8mQgTi6fY3BeuHmPLMa4ua2CY2MCi2DMHwMur69Wl5kzUyFsBhVlRjU6tZKDzU5WsllaKswCcEmR55svjBYRTjPZHONLMXLI2ea2oFbKKTdpkJGnz7vMNrdZIiTCZU+YnmE/nY0OYukcBzcJCHmjVsWYP0aT08jDfeOo5TJGFsPkZRBJZvjr92yh3KTlr1cnKUT/ifa6MiLJDCDDqFUik+UpX0XEf2xfvbSmSsTFkq52lQKHV0mFuFilQs7H9tXT4DDgNOnY33yZGLccS9PZaEchl2EzqLg4G6bcqCUUX2G720zPsJ9z0yEy2ZzkTpknj1at4Jn+ecpNGoYXo1j1Sr7fN8mYP8b93V4AyYa7d3SJ29s9RJJZqq067uwQDGZu2VKJTC4Tpz2Lgp1MNiekUgcFV89QIiPx80XnvB+dmqKj0c7hvgnJPEwhl+OxGfjU9Y186vpGhhaEDvdHTk2VXDRLKpI4kuz1R+mfjdDgMAhkR7eVapsBs04FMjBoVPzj7dcQX21QbK8rk4Jbh0kDIFnNdzbaucZj5WBLBWqlnM/fsomB2Si3tFUwMB+RAuPDfRN0NdkZmg/T2WiXbKz3NZeTy+XpHvZxdmqZZDpD74ifB3sncFt1XJgJ8tDq5EJno33V5l5AASvkcporzPTPR4gmMlh0KlpcJlayOb5553UYdeqiNSYGEQq5MIr5tpYK7j7YKDnfboScLqmkq1GlUsVrrCs1MIkpUBHQYtIqOD8TRq+Wo1EqGJgP89HOOq6rLeOhE8IhbNKpSKSztLpMzAbjvDwdwqhR0FhulMxlAHbUWKQGr8LUa+F42x17ijuse0f8RUY1Yqq0d8SPRaekd3SpCIJViMMtJHL2jQUErwuVgoOtTrqay0v12bew1mKbh+bD/PL8HPubytlRK2SukukM9/6yn3xexkc6aomlBL+VwtKf+D0TVTj2W/gax0eXmAzEiCSzRTTIjUit4uPOTi6vBuMqnGYdFr1KgiCtZPOkMpki0zmxMdpp1PD9vnGsWpUwVVFnKwIlvVIfVGktlHQ1qFSquEpVmKostMQWsxLLsbRgSzvsp9lpJJbMcmkuTJtLMM06NxPmU9c3ck2NFY1SxpYqszAymsyyrcpMuUEjBQ3TwQSTgRj3PTWAWatgPpwossAuLJc8dGKKyUBMqjOvNaoRJd7MOhsdnJkKsaXKss7MB4SN/XDfBHPhJOHECsuJFZ6+OC+ZDpWsuN86KjSHe+CYF4NazgPHvGx3mzk67KfSqmU5sSKVBh46McVKNodBLYwlrjVKWpupc5g0r/h9ksvlNDsNfK93nPMzQcoM6nXfXbicJTy0p4blRJqOBhutLhMy8qiVcu4+0MjH99WhUSqx6dXs9FjJZHNcnA2Ty+UYXoxy0+YKVrI53rHVRaVZy8XZsGR5v7YUWMoolPRmUekb/BqrcAN8sHeCaCrDg72Cr7pSIV8F1ahwmjT8/OUZWivNfHh3Lf5YCqtOxXa3md4Roa9AhEYpFXK2VJlRKeVFM+FOo4bzM2Hev6uGSDKDy6wlm8sXlQwu14pNZHPQPyuURZQKOfs3lUtp00K1usz4IykuzoZXG9SW6B3xk8nmJD6EP5Lizo5aqq06PnhdDRqlgrZKM+lMlucHFnl5Mkg0kZYeV9KbT2sdKkXa6g9OTjEXSvD9vgn+/G0NRJIZuprsUoDa6jJh1WsoN+te0SkSip0nxe9S4QHd2Win1qZnZDFKPJ3FH0kJ1tOzIcw6lXSIi+81k82tTkbUCM2PzQ5pnYGwRlUKGfuaBF+I+7u9dDaUEU8LGY06u4Hb22tQKxUMzEfw2HQc7psoeq+lnoWS3mwqBQ6vsQo3wFaXidiqdbeonR4roXiGyUCcvY12+rxLPDe4yNYqC8HECg+dmMKiU/Jg70TB9AVSo5VY/3WYRL68h5cmAnxifwNqpUK6nWWyObqHfJINblezg3g6Q0eDQJa70mG+UcMkXM4wTAZidA8v0j8bQqkQnAbH/DFu3FzBmD/K4b4JFiMJUtks9z01UMo+vElUePCKOukNYNEpuTgblgLJcGKFWpsBk0aFLA8vTYb43Ntb0amVUlDQ1ezgps0VfHxfnfRdLdTam3s2l+e7PeN4/VF6hn1kc3lml+O8PBmkZ1jox2lxmdAq5RzYVE6ry4RRK5g/FRISxef84C43j52e5j3XVHB/t5d05vLr9wz7mQ0m+Pozg8yHk+jVck6OL/OxffVo1Ur2byqX1lmry8RMMCH52ZQyDCW9WVX6Rr+O6mp2cENrBV3Nl0etTk8GKTOqubG1nOVEhmvcVg7t9nBhNkQuD81OIz3DfhYiSbz+qHTIF5ZACr3cxaZGsXmxkAo5GYhzdEiYqFAq5NzZUcujL05zXW0ZDxzzSo1hhRv3To+Vo4M+am0Gjg75aXAYijIMkWSWfB70GiUPHPNKTWW/ujDLL87O0egwkEjl0KmUfOHWVvyRFNlcfsPXKumNo7WHuZh96h5eYm+jjYH5sPSzf9LpwahV8rGuej62r55wYkVqyO0dEQJRMSPn9Uel8pn45zs9Vul7I/YwnJsJMuqLMjgfwWZQ8dCJCYYWwxwd9nG4b4IKi45rPGVc31qBQi5DLheydOIhvtNjpWfYt9r0O83WKgtf+MlFoqkVHn1xUnoPA/MRQvEVdGol+Xye/rmI5PUgSlxnXc0O7j7QWHKKLelNr1Lg8DpqoxvI7noblWYtsXSev3pnK9uqLSzH0tTaDdTZ9QwvRmlxmWiw63luYBG1UiFlDcSgQHxerVpZ9PyFr7fTY+UmNYWtAAAgAElEQVTCTJBamx4QNuXDfRPcdm0lX/lFPzJk/z97dx4eV30m+P5bi0q1V6lU2vfNllewwYtkGQNpGpLQCd2ZsAUnkJBkujO5fefO03Ob22GASXroeXp6Mr2m0yFtCAQDGXpIJ4HQBPAq2RaYxZYsWfsuVZWk2lRVKlWdun+Uz6EkG5AdIATez/P4AVdJp04trt97fr/3977c/7NuXBajdtXX3h+gc3get9XIieE55hYW6RicZSqcwKDXYTYZubO1hmKnhVBsCavJQFOxjYlgnMDCIluq3Rw46+eBz27g31+d/ULtmQ7jseXx6LERmX34LaJ+HqLxJP94YID4uWWA3BLl48E49V4bf/1iH1fUZKf2R+ZivDYW4qtXNWi9JnKLpKnLBx0Ds/giCQb8Ue0x1eDk5GgQyObwpJUMkUSaHXUeFhbTNBY7ONw3e67wmUKRLZ+9O2uWLRGoyxfq8gNA5/A8VpOBh9tHqPNa6ZuJcPMVlQSiSbbXeuiaDJNKK9yxowpTnoHPbami1GVl785q7XxUMrMgPm7kk/4bpiYs7m4q1Kby+3wR9qwpovdcESa1xfWeNUWMzEbpmsxezV3Ml9WxwVlMej0v9vjYUuU6tx7s5R8ODlHlsfJ81xTryxy0nwtK1Gnn7skQpU4zbY3ec3+KqHRbtC/lzuF57GYjo/MxdIDJaOCrVzXwP2++jEA0yY+/uo3O4XltmaSlwcvhvlmaih3MhBLn5WCIDyd1EH/wuR4i8UW+f2iAtJJZ9vnTkeGlXh+f2VzG3/zqLAP+KEuptHZ/x8AsI3MxrYZIa0N26Uv9LDUU2fDazCRTCv94YID1ZXZtVkA9vkGv4+7ddaSUDJsrXfiii2wod9JYbOeOHTV8bU/9OwbQagCUVjIMBWI4zAYGfAuUF1ixmPL4zk0bSaQyOMzZAP3NiTBfaq3FbjZy9+46rfukEB9nEjh8CKg7F27ZVqVVxjvcN8u15xpQGfQ6bt9RzWIqQ4nDrNWFuBi90xEGZqO4LSb2d46xtdp97rGq8dpN1HqtVLgtNJc6tXM63DeL1WTQApi2piJMRv2yrXBpJUN7v591pQ4Wkmntqu7sTIz/9gebeea1GQ6e9TE8u0DXZJj5hSQbyrMV8l7onsZpNvDQ4SEOn/WTSisXXDsXHyw1H+bwWb+2pLS5wsnBXj9tjV4O9gWIJJZ4bXRee69aGgqp9tj41qeaOTE8T22RlVJnPr3TkWVX+joypJVszZDDfbPatH9LQyF1XjubKl10DM4SX1riL58/qy3Hbaly8fpYSMs/uGtXHdUem1bL4e0Se3Ofz4GeGX5wcIDhQHZWo63RSySRpqHYBmT7wKiJx3r98p1DuTN7MrMgPu6kjsOHxMr97rk1FXI7VyaSqWUNcFYrkUzxz0eGQQdf3pXtHJjb1Kr1XOGotqa3um8ePput7lfntVN3LrdhbG6BSCLFV3bXA9kyvmajjp6ZKPf/3vrz9sjHk2naB/xEF1PsbanTtm92TYbZXuvmb17qx2TQ0dpYRGJJQclkcFmMVHts2n548f54u7bV8WSKp18dp6XRS2IpTWtDIY8dG8FiMgIZ3hgLoSgKTquJP/3kumV1PE6OBtlc4eRHHaPaZy33M6GWR3eYjej1umU1Q1aeU26tkX1Hh4guZrtWXttcclElmbOfYz8pJc10aJFyt5lr1pZorbfVpm9qDQaptyA+LqRXxUdIbh3/lYVuVrb3vtTjH+z188KZGb71qWbMJqPWmju3+dXK81AbaqmBBIDLYuTx46PctqNGS3rLXcfO7Q+wqcJFWlGYCMYJxVMYdDARijHgWyDPoOfa5mKO9vvR6XR8/ooqQHfeOcqX+aVZOSC/NhaiazKML5LAYTZgz89jQ7kLl8XI//i3XtaXOpmLJbnv9zbwcPsIM6E4ZDIUucw0Fjl4qdfHn96whu6pqNYY7cfHhtlY4SYUW6LAfuGB+MTQHE5LntZE7c7W8zs7Xkgimd3GvLKo2WocPuvPJlSOh9hY7mQhqXD37mxV1At97oX4uJDA4SNOrTR5eaWTfzg4yB07atiztviSvugOn/Wz/8QI1R4rvTMRvtRSy8765Q2Bcgf/3NmO7zzbw3XrStizNjsgPNw+Qr3XymAgxh07qnjs+Bh2s5Eaj5VkKs1PXh3DaTbxxdZawvEl0kqGg2f91HmtVHtsnJoI4Y8s0lLv4aVeP/l6HQajnhJHPm+MB3Hb8kinwGjQae2SpQHQ6qmDdjKl8ETnCPlGA8H4Eg1FNuoKrUQWFfS67AAO8O2fd3PTlkqeeW2cez7ZfK7tdJrRuRjdUxG+9ansbbmDbSKZ4o+ffJ2d9YW8NjJPc6mT8OISLfVeLCYDyZTCVDihLSuoXVhXNnS62Cv9d/t59X71XCVAEGI5CRw+4tr7Azgteew/PqK1FK7xWC9pED181s9gYIH/c3KM1gYvybRCidOsLVPA+eV+5xeSdE2GqHBbmAjGuWtXHT88PMhMZJFUWiEQWWR9uZPZ6CJT4QS3bqvm+a5pdDpIp+GzWyq0LXiPtA+zttRBW1ORtruj3mtnMhjj1HiIao+NdeXZAlUv9fqodFuoKbRybHCWBz678YKlhj+uA0Hu4Ng5PE8ypdA7HWF9uYOd9dm+Iq0NhRzum2VifoGXe/3savISiiXZXFHA1/bUa69de38Am0nPU69kg4b9nWNsryvk2ECAdCaDy5JHKJaiwG4iHMtWctx/YhRFyc5I/fSNCa5bV0IwnsJjyyMYS9HWlG1bvanCqS0/vd2MWm6H2dV8rleeb24J9Us5nhAfNxI4fMStHCDSSjbDPPeL92KPtbnCyY+Pj7K21HHejIP6xb6ttkB7vLSi0Odb4M7WGk6OBhkOROn3RxnwL7CuzElHv5/LKwvQG/Vcu7aYLVWu8/Ixcr/Mt1a7+fbPu7l5WzUdA7MEogmyNa4y6HU69qwpZveaIqLxJN95todr1xZjMuow6PVsqXLx58+eYX2ZU2u7/Ou8Jr+t1Nfzxe4ZXuqdZjq0SHWhlXWlLsrdZloavFrC7TefeI3mEidnpsJ8Yl2xNmWf2xFSfT9ODM3S2lDI48dHuX1HNUf6AjitJmYjiwTjSVrqC/nVmRkWFtPEl9J47Sb+7FPreHMizOYKJ48dH6Op2E6f76028WrTtH86NIg/EqfYbuarexouORBUl+621Xr42ZuT/D/XrSEUT13yDIYQHzcSOHzMqDMQHQMBreBTNJ7kwed6+JPrs2vPv84XZu4AD5zXACv3qnFLlYs/fvJ1btxUxvHheT69qUwbvN+u0Y8aNFxR7eIXp2f461su55WRebrGQ4zMx9lY4aLaY8Wg19E1Gc5um/MvMDYXw6AHp8VEsSOf/pkIbls+DYVWfnRshDt31bGuzMnWavcFm4v9NlgZ2DUW2wHo90W5ZVslT3aOU+2xcuCsn92NXg71BeiZDBJZTDO/sIgt38gt22rYXOXCoNdrywP2fANPdo5pswktDV7C8SXt/dx3dIjttdlBfu/OmmXT++p/k6k00+EEFW4raSXDE50jlDotfGJdiZbM2t4fYHRugQw6Kt0WDHrdsmZqL3TP0DcTYU2pg99Zd3GJjurrk/vZe/C5Hj63tYJXR4PavwUhxLuTwOFjRv2ib20o1K6y/uxf3qSqwMrz3dN8+6ZN2qBwKdQg5J5PZhMTc7PvVw7E2cQ7P73TEb7UujyLXu0Aqm4rzR1AbPlG/ubFs3zjmiZeHZmjudTJeDBOKpWmZzrCdetLmAovkkqleXM8hC+yiEEPi0sKV9YWMh2OkVYyrC9z8v2DAzjz87DkG/mXb+zinw4N0jsVJpRY4n/dchmPnxiHDHy5rfZDFUjkvs52i2nZ+/qjjmHG5+IkUmkK7Sbspjzm40kaimw81jHK1ho3o7MxXNY86gqtnJ4Kk6fXs7XGTe90lP9y43oSqQxbq93nJRauDOjUBMJIIq0lDubOOqm7JdQZqramomU/szKJ90K3q/cd6fPTPRlh/bmGbRc70K/s5JqbkCtBgxCrJ90xP2bU7ppzC0taEaV7PtlM58gc//n6tew/PqIVzrkUjx0fw+vI57HjY8u6aqpV83LrLXQMzDIdTrC21MHJ0aBWg+HE0BzbawvYf3xEy7xX609sr/OwsJji72/fyqsj2WJAAJVuCwtJhdt21GDQ66l0W4gspoksplhX5iCwkKSpxEGeXofVZGTQH+Xx42NYTQaCyRRNxefai2dgwB/FaTHyn37yJv0zEc5Mhbjl++381fM9/PHjr/J7f3OYQCSmPZ/sXn/fB1JTQj32d57tocpj5Y+ffF0bzFsavLQPzFJVkK3y6bbkMRVcJBRPclm5i1+8Oc3Gcjudw/N47fnk6XWY84z8weVV7GrycmY6yu+uK+VvX+4nrWR4uH2Eao+FPl9k2eDeNRnS6jQkUwpDgRjNpQ5tW+Z4MM5EMKZV+XzwuR7KCyy80D2jPY+3Wxp6u9uNBj1XN5fwR9c2cnXzOyf3rnz9c0tQ53ZylfoKQnyw5F/abzG1u6bayMpuMfH3t2/lmdcnyDPoOdo/e8kDX3Opg0hiiVQqO6BurXYvK+Or9gxQrywz6OidjuCyGLWCTlur3ZwYnue2HTVAhiN9fq3bJ6CVyd67s4b2gVm21Rawe00Rd+/O9jPYUuXi1HiI4cAC22rc9M5E+S+fXs9SWmFduYOpYJzEkkIinSKSWMKoyzA8F+Ngr58vt9Xyqc1lrCtx8lef30xjiYPRuRgFtnyeemWMl3v8RBJJ7n7kJIfP+vmnQ4O83DvDgV6f1s9DrZ6pPp9EMqUVRsodzFYGHIlkiu8f6OdAz8yynhzReJI/+5c3icaTWiXG69aV0Dk8x3+4plG7ag7Hl7hrVx13765nR10hQ7MxdtZ7iCTSFLks/OkNzZz1x7hqjZf5WJISt4X6IgeBWILTExG+1lbPRCjOHTtq8NjyUJQMw7Mxmood2nk/emyEMpeZP37ydVwWI32+KI3F2VwRWN5mXS3h/CfXr+GZ1yb43NYKTgzNXbBfRW53zIstUpbbjvtCx8ktQf1OBZ+EEO8v+Vf3W25l696To0Fs+UbC8SVeODNzyf0g2pq8lLksFNhNTARjnBwNnndVl1KyhZy2VLmIJpb4wo5q2gdmsZgMHDzro/NcQtz8QpKe6SgtDV72d46dd04nR4O0NHh59NgIiWRKG0AfOz5G+0CARCrFYCDG3956Of/ntQluvrISk9HA56+sYmOFmzqPjcZiB8lUhmQqw4+ODQOwqcLNunIXpyYifO2qen589w6KnWZuvrKKa5qLcJhNfP2qBsaDcfyRRXRAfClF/bkaFWpFT7vZqF15q1fhuYPZeDDOkX6/dvujx0aIJdMc6Q8s68nx4HM91BbaePC5Hu1927O2iO/vvZLoYppkStG6PQKYTUZmIgn+3dZKOofnuGtXDacngozNx/mvn9mIP5xgbZmTzWUu1pY6ODMZpdxlZjyY4M//YDN71hbTPjDLVWuLyDPoKHGZtZbot22r4mh/gN1NRRw8G6C51EGp05x9X8+1WW9pKMSg12lX9N1TUf7jdWt59VwSbW6jKPW1KLBlk2DfrZ3023XXVLuuXug40qZaiA8HyXH4iMkWd/LxqzMz/L83rOXURAR4a536YtaB1WWItKIAumXTz7lr8bkVJ7fXeXjo8BAOs0Hbfpe7fq7uyMg9j9xjHe6bxW01Uuo00z0ZYSocJ7mkcO+N69jfOcaVNQX871fHuffG9Vr1y5lQnOe7ptHr9LwyPMvtO2pIphWsJgNH+2fZWe9hMaXw+Ssq+Mvnzy7b5ZH7HA16/XmvU+56vbrDBFj2OmR//60dHblbTtXdKlur3Rztn33boltpJcN4MM7Z6QgGPct2lKg5EPs7x6hwWxgOxMgz6qjxWDgxPE9bY7afyYFeH7GlNP/1MxvOq+CZ+zheRz6ByCJdk2FsJj1dUxH27swGfer7edeuOm3GpX0gWxr62ODcsoqOuYmSF1tx8UKfCam3IMQHS3IcBJBdvrCYjHyxtY7Xx8L88vQUNpOeB37WxXAgypG+wKqXL4wGPbvXFGEyGpgKJ5Zdaas5FqF4ir07a7S2xwB3766jzmtf1qNAbWtsNhm1ZDY1j+DE0JzWEry51IGiZPjFqUn8kQQldjM3XlbOa2MhWhsK+d+vjnPztmoePTaiLZ+0NRVx3+9toNpj4T/f0Ex9kV2bXk+l07w5FsScZ+DOfZ1Uui1884nXeLF7mu8f6CeRTGHQ62hrKmJbbYF23NwGSeq0uNlk1K7Cc6+Ys7/vXTZ1rtfruLLmrSDk5GiQEpeZhqLsbMZ9Pz2NLd+oXV2nlQzhWJJCm4lqj43XRua55+k3SCkKn95cri3pTATjfLmtlq9e1YBBr2fyXMdIg15HU4mdeq992WC7snNqS0OhtlOmrclLz3SE27ZXa8FB+7lGZGoAoP790WMjTIUTuK1GbdaodzpCBt15j7WavIVsr4oA06E4j7QPa0sQF+ryKoT4cJF/mR9B6pRuz3SEnQ2F/P2BAdaXuxgMLNAzHcFpyWPf0aFV5z7krnevnCZOKxntKlzNtVAHEMheWaYVhbKcafDctfHcdevWRi9tTV4WkmlspjxC8SXGQ3G8jnzSSobDfbPsWVPMEydG2FHn0R43lVbYd2SImciiNmvw6LERlDTY8/PQ63SMzC7wmcsr+bczM1y9xsvTr44TS6a1jqQdA7Pc96+neX10npv/qYPgQuK8AEudGbHnG7jvp1386sw0/3x0WHsu6qD4cPsIFW6Ldmz1in//8RGuqM5uXd1eW8BTnaNagJNWFPzRRdaU2OidDnN6MoRep+M//eRN7RjZBkwubUDt90VpKnbQO51t2hRJpGlr8l5waUrNxVBbsm+rLaBjIMA9n2xmYTHFXbvqMJuM3LWrTisdrgaH4fgSe3fWnJfz8KXW2vPaVec+Xm6+Qm7CbLYDbJRytxmdTsfaUocsQQjxW0SWKj7CEskUjx4b4bZt2d4E8Na+9/eifPOBnhme6hyjpdFLbaFt2XZLeKu5UJ3XSiyZXraccaGS1ur/b612X3Ba/ODZAFOhGDvrPPT5FrhufSklLjMHe/28MTZHfp6BRq+D18bn+b3LymnvDxBNpLhpS8W5Bk1vLTckU2n6fVG+sKOaNyfCpJUML52Z4dnTUzSXOtHr4RPrSokmUlqRJHV6/dREmHy9joFAjO21BVjyDdoyyOe2VnB8cA6dXq+du1pTYkedhyc7x/j9LRV87+AAf33L5dqSyfde6qPXF2E+luSPr23i8eOj+BcW+avPb+bsTEx7zXIrIarvb1OxgxKXWWs2daEp/tzaCjWe7G4N9Vjv5XbG3BLX48E4pydC3LGzZlm9iNxCZnD+lk0hxAdD6jiIVVHrJ+w/McoNG0rZWe+5pPXkVFrh3mdO4bGamIsl+fZNm877/QM9Mxw668fryOfLu+reteJle38Al8XIgTM+xkKJZbkAyZTCoT4fSgYSSwp7d1Yzt7AEwKnxEFaTnp6ZKNUeC5VuCz99Y5Lbt9fgiy4u65Gw8nkmkikeaR+mzmujeyLEyZF5il1mPrGumJ++MUmJI58Sl4VNFW7SSoapcIIyp5nuqTAzoRiD/gWs+UacljyuWlPEM69N8I1rmnjqlTHt9X302AiXV7r4x0OD/NXnN/OTVye04kvqoB1NLPHQ4SF+d30xHUNz7FlTRJ7RsKys+Mp8hZVFtVbmjZwYmmN9mZ3/9lwvlW4LzaUOhgILfKm1VttyeaGA5GLkPjbADw8PYjfnEYotMRdbpMZjJZFSpDCTEB9CEjiIVVGn260mA3q9nmhiSStLfDFf7moA8lTnKPfeuH7ZQJQ74zAejGtdEtv7AwwFFhjwRSh2Ws5LlEylFX54eJBfnfHRUGLBgIFPby7HacnjSF8281+lBh9qt0X1/NXeF3t3ZttEdwzMkkwpvHBmhpuvrOLVkTnteaoli92WPF4ZyR4nnlTY1VDIxko3L/f6mAzGKHNYwKCjyJ7P+jInBr2ObbUFfPvn3QwGosQX06wpcdJUaue2bVU8+FwPHlse8aUMJc58WhsK+R//dpb1pQ6t46R6tQ3ZJZ6Xe2bwR5LEF1Pcsr2KJ06MUVNou2DBKrWqZ24765VX7wd6fBzp99Pni2DQ60guKdQU2rijpVYr970ygfNSZhxWVhgdDkQZDCzQ1ujFoNcvOychxIeLBA5i1VbuFHi4fQSH2UCF24LJaFjVALLyKvdCDYUutCPhzdF5Tk+FaGnwsphSaGsqIhBZ1I6bVjIMB6Ic7Avwt7dejtlkXFYKubnUqe0KSCsZuqdCrC9zvW1FxPb+AC/1+DAZdHQMzvLAZzZkW3qf623htOTxv37Vy9VrSnixZxqP1cSaUgdfu6pB2y3RPRXGF4mjQ0+J08yetUXa4PvDQ4OMBuPc++l12rJDIpnin48OQwa+2JJdCokn0zx9coyW+kIairMBkDr4A5weD2I3G4kk0uj1Ohxmg9bITJ0VUGcaNlc42d+Z7QVR4rJwpM+P3Zy3rCT4Px4YIL6UwqDTMTYXI5OBq9cWcbg/wO+uL6XfFyGWTLOQTHFt88WVfX675Qa4cCVJIcSH0298V8WDDz6ITqfj4Ycffq8OKd4nuTsF1C93RcnwfNc0tnzjqhInV2bQ5+6xz03Eg+wV9aPHRvA68tEZ9JS5LUQXU1qSHaDVR4AMS0qG731h67lS136WUhna+7PZ/cC5ZMIMT70yRjyZomc6oiUnqtPuar2CrdVu2hq9zMWW+P8+uZYnO8dIphRG5xZIKwoLiyn+9tYtJNNp/ubWy9lQ4eLL52Ykdq8p4urmYr52VT1lTgtNxTaaiu1a7QKzycjXr2nks5dXLJsVMBr05Bl07Fnr1To2mox6br6yilqvnc0VTt4cDzE5H9d+p7WpiJd6fTgsRpqK7UQSacqcZrZWu9l3dAibSc+3f96d7ZDaOUZbUxEGvZ75hSR7d9ZQ5jQTjKW0mgp3ttZgzzfytavq+f2tlVxZV8Czp6dZSil0DM6yttSB1WSgrdG7qnoLucWv1MJM6nuq1nq40OdKCPHR857MOLz++uvs2LGDZDLJvn37uPPOO1f9uzLj8Jul5hU8dmyE9eUuuiezyWy5XQYv5ZhDgShDgdi5GgNoMwMAk8EYkUSKr+yuB1hWBwHAY8ujfWCWpmIHT3WOUldkZ3Yhyac3lWl1FpKpNGNzMbqmItywoVRLDsylHkftyqj2zTjSF8BlzaPSbdGWHG7ZVkV0Mb3sOa9cvz8xNKfVQVBnVi7UbOzwWT9DgQXOTIW0ZYnxYJwypxmTUc+p8SBVHitH+wPc0VJLILJIz3QYs1HPyFwMj82Ex2aiwp1t8qW2U79lWxXHz21dVesdqFf8aSXDdDiOx5rHy71+fmddCXvWFi+rNZFMKfTOhJfN0KzmvSywmZbNaqjnJfUWhPjt9hubcUgkEtxxxx0sLS39uocSvwHb6zyE4imu31BGnkHH9RtKtf4XK7fSXcwxI4k0dd7sANPni1DtsfJ81xTJVJoXzsywrbaAE0NzHOkLcPCsH4Dda7K1FB4/Psr2ukJ6piO0NHrpngpxy5WV9EyH6Ryex5Zv5Pmuaao8Nr5z00bamrzMhBL84tQULotRy3843DeLxWSkY2B22dbCO1trtG2Ejx4bYWdDIftPjGo9P1S520bVGRa1DoIaTGyucPLdF3q5rNK1bKZmdG6BTRUuOofn6ZoMs5RK88uuaVwWI43Fdg73+dmzJrtMs622gOZSJ+VuKx5bPoqSrcqpvpbh+BL33rie6GJa2zbZ2ujl5GhQm6npOVdTYX/nGDodPH1yfFnNjd1rivjE+hL+6Jqmd+wRsbKEtlorI3c7ZktDodRbEOJj7Nf+F3/PPffQ1NREdXX1e3E+4gOmDohtTV6qPbZzU+A6nGYD33j8JPZ8w0WXrDYa9MuKQO3dWUPHwCzrylw889oEG8tcPH1ygu11HnqmI1jydPyya5pUWuHkaJDbd1TTMTBLc6mDqgIrX2qppWNgDqvJQFpReKpzlJb6Ql7ontYer88XYVdjIU92jmlXwBvKnRj1y89LHfDUvIHbtlUxOR+nymM9rxT2akoc//j4KOtLnXzv4IBWOKmloZA9a4qp8tiyeRRmA2emwty+vYr2gVlMRgMbK1ycGM4+ljoj0eeL4rIYmYstEo5ngze17sLKwlnq+amDuRoMfffmy8hk4HNbKy+qLkJun4mJYIwj/YFlpcbNJqMsQwghgF8zcHjppZd48skn+cEPfvBenY/4Dckt2pRMKfyvF/v41KYybSC+1OMZDXrMJiMPfHYjdV4bN20pJ7CwyD2fbAayzbT80SVu316lLQuE4ik2lDspcZnpmY4wHU6ALlt90qDXc++N62kfnGNtqUPLo7htWxXHBma555PN2sDW0lBItcd2wQJF6mzCmxNhNlW62bOmiI6BwLLnmvuaqOv8+44O4bIYtQBjbamDeCrNHTtqlhVOUgdZg16HXq/jd9aV0D4wR73XTjKl8OZYiGqPTXssHZlzjcXS1Bc5MOiySzpqw63cc145k6BWtWxt9OK2mXnwc5fxifWlF9V58sTQHPZ8A784NUWR3Uxbo/eCBb+EEOKSA4dgMMhdd93FQw89hNd76UWExIfLiaE5psIJ9jQV8eypKW2AX9kV8mKpg5zdbOKOnTXs7xyjY2CWIoeJukIroXhKG3TVwSoQWaS51EEGHevLnNR4rFqOw7Vrizk2mK3vAPDmRJg7Wmp5cyK87DEvNJWeSiuklQwzoWy55q3VbkLx1AW3o6rbV9XkxCtqPDx+fFRLQmxrKuLa5mw+wYUeq6WhkAq3lX5fFKtJz9Mnxzk64GdzlYvFVJqWhkItwGlr8nLHjirOTIa4ZVslodgSSgatlPelNtS4dK0AACAASURBVHlameB4oMfHQ4eHzuVmvJVE+mTnGLsaCxkMRLm6uVhmF4QQF3TJ3wrf+MY3uPHGG/nUpz71Xp6P+A1Tp78TqQz/8bq1vDkR5sTQHCNzy69+f53jq/0PANoHZtl1bnkkt3mW02ygZzrMznoPNR4rbU1ebV2/wGbipV4fTSU2+nxR7bjvNKi+tXY/ww8PD2q9FsaDcY4NZpMej/QFzmuZve/oEDvqPDx+YgyjQc9TJ0a5fUc1J0eDq2rqpLY+b2vy0j0VoaXeg9duptpj05I2c4+xv3OMloZC/vL5s6wrd7KmxK4lja6mF4QqkUzxg0MDROPJ7OtpyeOR9mEOnvVzqM+Hw2ygYyDb3lwt+X3vjeuZDiXYu7PmIt5RIcTHzSUFDj/5yU949dVX+cu//Mv3+nzEb5g6M3D37rd6Fmyv8xBNpKjz2t729y7UJvntjq8mKbY0FC7rjQDZHRb5Rj3f/VUf+UY9ncPzywZLtZXzn96wBnt+Hne21rzjAJ67dp9tfx3AYTbSMRBgbakDHRl6piPn1vWzBatyW2a3NHg5PjRHrceK25JHdaFNmx1Rp/fv++lpEsnUstdA/f9oPMmb4yH8kSTf+lQziZTCF3dWa42yVi59qPkgN2+rxqDXv+1Sy7t5uH2E6OIS33m2h9aGQu351nmteG1vBS65yZ5mk5GvXtVwXsEpIYTIddHbMScnJ9m6dSs///nPufLKK7Xba2trGRkZedftmFNTU0xNTWl/j0aj7Nmzh4MHD2K327Xby8rKKCsru5hTE++jC5U7huzgurnCeUn9L3IHfLXiY43HyjOvT1Jsy0NvNFBkM7Gx0s222gKODc7xfNcUt22vJrqY1gbv3C2SucWS1B0NbU1erV6E2j5bHYxzf3ZlOezcAlZbqlzs7xzjtm1v9Z/oHJ7n2VOTtDZ6mQ4l2FDu0tpQNxXbmQ4neGMsyO6mIiaCcTaUuyiwmTjY68dlzSMcS7KtrpC/f7mPv77l8vNabf862xxf7J7h6ZPj3HR5BXaz8by+ILIEIYT4wCpH3nDDDbS1tfGtb31r2e2rDRzuv/9+HnjggXd9nPvuu4/777//Yk5NfAByyx33TIdpafCy//gIO+sLOTY4ywOf3XhRZavVapNdkyEq3BYO9/nZWOEiFF/CoNPhMBvR63VEEimmQnHmFpaw5On59k2btFmEYns+g4GoVt9ArTtgMxno8y1Q4jRrjaou9fmqQcm+o0O0NhTSPjBLW1MRk/MxXurx8SfXr+HUREQLVI72+XFaTRTbTfT7otR5rQz4FlhX7gR0TIfjlDrNvNA9Q0tDIVPnAo/3omeEWktiIhijwm1l95qii37eQoiPvg+kjsPf/d3fEYlEuOeeey76BFVf//rXefXVV7U/Bw8eBODgwYPLbv/6179+yY8h3j9qLgFAa0MhR/oC7FlTRPu5Fs25g7OaV3D4rF+rCZFbG2JzhZPHOobZXOFk784aJoJx/uxT66jz2vnyrjoaix28MRaiyJ7P3p01eG1mXGZjts7BuSURHRn6fFHamoq0WYNAZJG9O2sIxlIomQzKufoM75TguXKpRf371mo3gcgiyZTCQ4eH2F6XDRrUqpcmo4E7Wmr5yasTeB35NJfaOXTWRzKZZjaSwKDXs77cxYnheRaW0rzQPcPOeg/VHhs76wu5bn0JE/NxPn9FBafGg8yE4trsQO5yxw8ODbztcsjKVuXwzjtKhBDi17HqGYfe3l6uuuoqOjo6qK+vP+/+1c44rCSVI387qYNVWskwHowv65Og3r/v6BB5eh0nhufYWO7mmnXFHOz147YaKXVaeL5rigKrifkLdNfM9piYwZZvxJ5v5K5ddXQMzGpLAxPzCTaUO0krCslUhpd6fVy3rphSl1mrFtkxMMvBsz7qvDZiyTQOs1FrK72y/0MylWY6nNCu0HNnGtJKhoNnfdR4LCwkMzSX2jHo9drySW77b/Vn56JJEktpdq8tptJtIa0oPN81zW3bqwnFU0C2P4XLmke528oL3dPsrC9kOpzgq1c1aK9Bgc3Ej9qHKHaYMRv1GI16rbMmvD+tsYUQHw/v+1LFV7/6Vfbt24fZbL7g/bFYjEwmQ35+PkajkZqaGrq6ut63ExcfDisbWalr82ri4H/56Wl2NXixmfPYVOHijbEgc7EkXns+NpOO/SfGuW17FU0lzmWDH8CRvgA90xGti6bLYuTlHh8TwTjXrC1hNpZkNrLIoT4/V1S7CcaXqCm0s73WzdMnJ7jnk828NhbSzi23IZN6hX6o14fTamIunGA+kaKt0cvVzcXLnpcaHIXjS5ABf3SRxmI7sWTqvOZS0XiSb//iDGV2M3qjDr1Ox8YKFzvrPdqMSM90BIfZQL8vykwowcZKF7saCnmic4zrN5TS1lS0rGFXNJHkmdcmWV/u5Jrm4mVltCVYEEJcqvc9cLjzzjt55JFHVn3gmpoahoeH3/XnJHD46LhQPsAV1S6ePjnJvTeu5+Ro8FwPiwVa6r386sw0zaVOYospNla6SaYUOgYDtDUWaYO3OitwtD/AY8dH2NPkJd+Ux/zCIr5IgpMjQXaeCzg+d0UlVR4bv+yaptCax2xsie/cdOGcC/XYyVSaiWCcN8dDbCx3EllMs77MAejomY6wu6mQuYXs1X33ZAizyciwP8LCksL160u1rZJqq+0HftZFoT0fX2QRp9lIJpOhqcRBMJbCbTUSjKVoOVfiusplpsBuotxtxWTUn9cHQ6W2J1d7XUigIIR4L7zvOQ4PP/wwmUzmbf/U1GT3fu/bt49MJrOqoEF8tOTWUlC3XS4kM1y3vpTO4Xk2VziJJNK01Hvp80W5dVsVybTCunIno3MLPHpsmHyDnl92TWtVGm35Rh74WRc/eXWMdaVOzkxHCMWWWFvixBdOsquhkIHAAt/8xBqMRgMA1QVWBgJRNpRlK0vm9l5QcxjUmgg76wvpngxz67YquqYiBKIJDvb6eOqVUWwmPe0Ds2yrLTiXCFpIPJmmyGHBnm9gKpzAZNRjMurx2PL49s+7aSq20zk0S5nTQiqdIRJPUWTPJ6MoLKUUlEyGYwMBbt9ehcFooDynYRRki16trEXR0lC4rJaFBA1CiN8k+QYS75mVBYrU4kdT4QQTwRj7O8fYs7aIwUCUtiYvJ4bnz0256zjUF6DSY6V7Osxt2yp59NgIrQ2FPHFiBHNedlvmmekwv7u+lD1rizAZ9XxuayXz8RR/fcvl7FlbRKXbQs90hF1NXrZUFVDrtZNWMrzc6+OJzhFG5xY40hfg+wf6OdAzQyqt0Dk8z7pyFx2Dc1QXWKkssDEciLGttpBYMttUqnN4HpvJQMfALHfvrmNTpYu6QhunJ0JsrXazvc7Dkb4AzWVOemcifPbyCvIMMB2KY8s30u+LsnttMT3TEfas8bK+3MXxoTl2NxXS54ssazuuFsJ6p9dVCCF+k+SbSLyvchsx7d1ZQyCySFOxg0AkQXPpW1NjOjIY9fClljoWkgp7z7X2vn5DKY3FdpYyOv7T7zZjMhqYX0jS0lCIxWTQyldDdrmgtcHD/hOjNBY7gGx+wmQwRondTCSRpmc6QiyZ5kh/QEvuHA5EUZQMLquRszMR/u/rmkgpCl9qrT33Mwp6vY715S6MhmwNiERK4Y5z2z+NhuzOiTyDjk9uLKPWa2ddmQt0OshkaCy20zEQ4E+uX6PNYNy1q45QPKXtzlD/K70hhBAfdlIiTryv1EqUKoNeh9eRz5E+P21NRZwYmsOg17G7qYhIIk1bU3ZtX036SyRTvNA9w5/esIbuqahWnAnQ8ii21xbw0OEhmksdtI+H2FThpGNwljqvlVMTYVobvMSSCnfvriOVVnikfZjNlS7SSoa08tbWTB1Q6bLQMTivJWSqNSuqPbZlg3pTsYNDZ32sL3ORSivnEi51y+oo7G7yEkmkMRkNtDUV8ZNXJ2hrKtI6Tqp5DCv/K4QQH2Yy4yA+UGoeRO4VdktDIXVeu1akKbcmwf7OMXY1enmic+K8Y6l5FCeG57GbjUyH42wod2YbRjVmB+3btlezmFK0Y5tNRr5+dSMWkxGvI59+X5SGYgcbK1wsJNO47SbcVqO2O0Sd3chtaa02AptbSDIVTnBiaO685YTc56SWdZZZBSHER8FFV458r8muCrHShUpRNxU7KHGZL1hVMXfrZO6MxLv1sLhQCe0LHQfO3zHSMTC7rHy15B8IIX7bfGAlp99rEjiI1VhNJ8qP8uMLIcR77VLHX8lxEL8V1KWAj+vjCyHEh4VcOgkhhBBi1SRwEEIIIcSqSeAghBBCiFWTwEEIIYQQqyaBgxBCCCFWTQIHIYQQQqyaBA5CCCGEWDUJHIQQQgixahI4CCGEEGLVJHAQQgghxKpJ4CCEEEKIVZPAQQghhBCrJoGDEEIIIVZNAgchhBBCrJoEDkIIIYRYNQkchBBCCLFqEjgIIYQQYtUkcBBCCCHEqkngIIQQQohVk8BBCCGEEKsmgYMQQgghVk0CByGEEEKsmgQOQgghhFg1CRyEEEIIsWoSOAghhBBi1SRwEEIIIcSqSeAghBBCiFWTwEEIIYQQqyaBgxBCCCFWTQIHIYQQQqyaBA5CCCGEWDUJHIQQQgixahI4CCGEEGLVJHAQQgghxKpJ4CCEEEKIVZPAQQghhBCrJoGDEEIIIVZNAgchhBBCrJoEDkIIIYRYNQkchBBCCLFqEjgIIYQQYtUkcBBCCCHEqkngIIQQQohVk8BBCCGEEKsmgYMQQgghVk0CByGEEEKsmgQOQgghhFg1CRyEEEIIsWoSOAghhBBi1SRwEEIIIcSqSeAghBBCiFWTwEEIIYQQqyaBgxBCCCFWTQIHIYQQQqyaBA5CCCGEWDUJHIQQQgixahI4CCGEEGLVJHAQQgghxKpJ4CCEEEKIVZPAQQghhBCrJoGDEEIIIVZNAgchhBBCrJoEDkIIIYRYNQkchBBCCLFqEjgIIYQQYtUkcBBCCCHEqkngIIQQQohVk8BBCCE+BFJphfb+AKm08ps+FSHekQQOQgjxAXi3wODE0BwFNhMnhuYu+neF+CBJ4CCEEO+DlYN9bmBwoUBge52H+YUk2+s85x3rQkGFBBPiN0UCByGEeB90DMwyMhejY2CWVFohmUpz4MwMyVSajoFZCmwmOgZmtcHfaNCzvc6jBRa5gcHWajdH+vxsrXZrx3+nGQoh3k8SOAghxCV6t6t+RVHomgzTMTDLRDDOqckwE8E4aUXhYK+f0+NBbPlG9h0dIpFM8dDhIYYCUY70Bdh3dAinJY+OgVkePTZCa0MhJ0eD2rHfaYZCiPeTBA5CCLEKapCQSKa0YOGdrvpbGgqJJdPsbiokmVL41RkfV1S7CcWX6J2O4DAbcFnzeKpzlNaGQh5uH8EXjjPgX6BnOsL22gL2Hx8hrWRoafDSPjC7LEgwGvS0NnoBzjsvId5PEjgIIcQ5F5pBUG870hdgZC7GI+3D2jJDWskQiCxqA3oimeIHhwZIJFMYDXr27qyhfWCW3ukIf7C1gsHAAuvLXNjNRkLxJao8Nu69cT1zC0soSoa6Ijsljnzu2FHFU6+Mc/O2agx6HeH4Ent31mjLGLnnpS57PHpsRPIgxAdCAgchhDjnQjMI6m090xF0ZFhb6mB+IQmA15GPQa/DaMh+lT56bIQKt4VH2oc5fNbPI+3D7KjzgA4m5hP8yfVreL5rCkXJsKnCze41RRgNeronQzgsRqLxJdaWOvjx8VFuvrKSE0OztDQU0tro5eRocNm5qeeVVjK83ONjcSnNTCixbFaiY2CWAV+Ee585RSKZkkBCvCckcBBCfKysHDxTaYXDZ/0cPptNPpxfSLK12s2BHh//8HIf8WSaQGSRO1trqPbYaGsq0gbnQGSRrdVu2vsDRONJltIKg74F0hkYnVvAYTby42Oj+KOL1Htt/Men3sBpNvFSr49ttQUkkinufeYUE8E4g/4FdHo90+EEdnMeR/vnSCtoiZJpJcNMKEFayZBIprTZDoNex9zCIotLCi90T5/3/DoGZim05/PosREt2MhNyhTiYkngIIT4yLpQkPDDw4MMBRboGJgF4EhfgB8fH+bFnhmODc6RTCk88LMuDpz10T8T5Ui/n1+engKgtdGL0aDnxNCcNtvQOTzPcCDKN594jSqPlalwnF2NXk5NhPHazYyHYhwfCPDYsWE2lDk50DtDrcdK5/A8jx4bwWMxcWYqTJE9nztba6hwW6n2WEEHC4tLPPCzLo70+RmdW+CXXdPLliV6psNsqXLhsZnwRxb57OXlfOPxk5jzDPzw8CBpReFzV1TiyDeyd2eNtjsjmVIYnXvrNRDiYkjgIIT4yFq59NAxMMt0OMHhsz7SSjaY6JmOYMkzMDUf57nTUzzROYLHamIhtsRcLEk4kWRnQyGPHhvRjqvuaNha7aZrMky/P8quei//fGSIP7ymju++0Eu+Hl7smSGtZJiPJVEAqymPT28uJ6ODU+MhbttWxVw8yWcuK2N9uYOTo0G2VLnomQ7TWGSnzxchz6DnudNTDPgXaC6xs//4CLdtq6JjIEBrQyE/Pj6Ky2KiptDKv7w2yWcuK+fvX+7DajJw6KyfPt8CX9ldj9Gg59FjI+yo8/DCmRlSOZMN6qzLgR4fh8/6ZSZCvKNLDhxOnz7NrbfeSklJCfn5+dTX1/PNb36Tqamp9/L8hBDibV1op0PufbnT++p9OqCiwALoaO8PcMeOKtaWurisqoDmUgfpDPgjSXRGPZ+7opKaAjvPvDbB728p05Y0AC3voKW+gFhSod8X5a7WWr75+Bs4zUb6/QsoSoZKl4UKt5VPNBdzebWbLdUFGPV6LCYDf/7sGX5nXQm1XgcGvZ4Cm4kHn+uhwm3h7EyY2GKarskQa0sceCwmDpz1U++18djxMfburGFuYYl0JkO/L4rLmscNG0rxRRb561suJxRPcWoihNmoo2Ngln1Hh7i8qoD7/rWLGzeV8nLPDJsqHFqC5UQwxpF+P+PBuCxliHeky2QymYv9pV/+8pf8/u//PolE4rz7ioqKeP7559myZcuqjhUOh3G5XIRCIZxO58WeihDiYySVVrTp9ZaGQm1G4Uifn7amIuYXkrQ2ekmlFR46PITDbCAUT+G05BFNpLiztYbO4XnteF5HvlYLoWNgllMTQVyWPELxJez5RrqnIlR7rFR7LDx9cpw6r42aQjvJVJrbtlXxo45RhmcX2FjhpNRpZn/nGC21hRwZDFDqzOfWbZWcGA7RVGynzxfljh1VvDIS5PREiM7hOQosRgrsZq5bX6KdQzKl0DsTZigQZXwuTjCxxKYyNzo9xJfSTM7H2Fzl5pq1JRj0OpyWPI70BWgudQBg0OtoaSjkocNDLCwu4Y8muWFDCaNzMf7l5ARfbKnhRx3D7G7y4o8u8aXWWmZCcXqmozQV2zHodfRMR2hr8hKOL2lbPsVHz6WOvxc94zA7O8vtt9/Otm3beOaZZ+jt7eXAgQN8+tOfBsDv9/PZz36WWCx2sYcWQoh31DEwy8Gz2fX+E0Nz2pLB3p01y4ohdQzM4ovEGfRHIQOD/ggzoRgPt4/Q0lDI7jVFtDQULgsaRudiKGkIxVOkUhmGZmNct66ExiI7Pzg8SJnLTEbJ0D0Zwmoy8J1ne1hMpwgnlhidizEYiPE764p5fWKe391Qyu9dVsGJ4RB2s5F+X4Q9a4vY3znGVDhBMJ6kvtBGIq1Q5Mhne50Ho0GPQa+j1JXP2FwMS14eyVSaSrcV9NBQaOPkyDyVLguZjI60kq0o2TEQ4M7WGkxGPVPhBBPBGCeG5riztQZbfnYWIq3AscE5btxUzi9OTfH1qxqIL2W4bl0J8wtJDHo9e9YWYTEZMBn17G4q5EhfQEvElDoRItdFzzj89//+3+nq6uKRRx5Bp9Npt2cyGe644w4ef/xxAB566CG+8pWvvOvxZMZBCHEhaoEldVAFONDj41CfD6/NzNf21Gu3r/ydeDLNkX4/4USSukI7qaUMR4cCfGpTOXVeG32+CLdtq+LNibAWOLzcO8NEMI6SyX6fGfU61pe6ODIQwGvPwx9Z4pq1xawvdzIVTlBsz6fPp16lQ3YRJAPoMOh1bKst4OH2ERxmA6VOM32+BZqKbRj02XNOKwq9M1HWltgxGQ20NBQCsO/oEGajnqHZBbz2fPQ6Pa0NHu796Wk8VhOKkuGGzeVUui0Y9DoKbCYCkcVzx8xoj31yNEgypTAVTuAPJjg1HWQ6tMh//cwGootpDHodW6vddA7Pk0yl6fdF+cKOal4bC2nHmgonCMeSXLW2+LxZHfHb7wObcejs7OR73/vesqABQKfT8d3vfhej0QjAyZMnL/bQQgihUXs9HOkLaLkFaUWBDCgZhSN92WS+F7un+ccDA0TjSX54eJABX4R/65pGp4NoIs2gf4HXJ4Nsr/VwqM9H91SYCreFB5/r0RInWxoKKXZYKHdayCgZhgMLKOnslspSVz7j8wk+c1kZmypdtDV5qXRbMBn13LGjij5flO7JCF5HPiajgbYmr7bbYnudh1+d8dE1EWYmGKd9IIBBr+Pq5mIMej2nJ4IcPOvn4Fk/HQOzGA167tpVR63XzjVrS/jaVQ3cvbuO6GKab1zdhMVk4As7ayhzmjk1HiKeTGlBQ/bx9exeU8SxwVle6pnh9EQQHRnGQzGm5hNUF1j4u5f72VLl0naPDAUWODoQwB9N8uPjo9pukbSicKDXx+KSQiCyeN6sjvj4uujA4S/+4i+w2WwXvK+4uJgNGzYAYDabf70zE0J8LORumXwru3+GN0aD9M2E6Z4MMx6MMxGM0e+LotfrmYslOdDr4+9f7ucfDvSzsLjEnz97hqlQgn99Y5I1pXZiSYV1xU5iS2luubKawEKSao+NxiIbE8E493yyedlAuKHcyZ61RXjs+awrdTAXX6LSbSWVhv9wTRPlbgvPnpokGEvwy9NTOM0Gvv3zMxzpCzAdjnO0z09ayWiVHAGe6BwlsZjiZ29MMB6Kkzu92z0VJv/czEI6pXBqIqQ1u2ppKMSgX35xdtUaL3fsrOXadSX0+SLEl1I8/eo4gLbsotaUOD0RZm4hiaJAJJHimrVFlLstRBfT/F/XNvLY8TGeemUUj81E90SIhcU0lW4z6cxblTD7fAvY8owEE0kMeh1mk3FZEy7x8XXRgUNjY+M73p+fnw/Axo0bL+2MhBAfK7lbJtUchkNn/czHF8/N/Gcoc5qpcFv5Umste9YUcVVTMbFkGqM+Q4EtD194kQq3FXQZNlQ4OTsTYVOFC5PJwNVri7CbjdR4bEQSS/T7FrhrV522TAHZ5YECmwmDXs/160sJL6a5cVMpJpOBq9Z4MRn1PHY8ux3zKw+/gsuSx//8VR9LikJaSZNYSrO21Ml4ME4ylW1glVYyVBdYCcaTLCoKTrORa9aWaEsS68ucFNrz2VFbiMGYTXJUB+V9R4dwWYycGJrTXp+To0GtjsRt26o4PRliR312yUDtW9E5PM/IXAwy4LGZMBr0tDUVMRyIUV1o44sttczHUgz5o1xe4eJof4Br1xWzt6WW7qkwb44FSabSGA167mytYU2pg6uairXXSdp7C3iP6zhkMhkGBgbIz8/npptuei8PLYT4CMit0qgONCu7PNZ5rXgd+exuKqbYaeGqNcUY9LrzrsCrPTaaSpx4LPnUFNrYvaaIMqeFq9eUUFNoAzKsL3dkAwqgsdhGLJlCyWRnBWwmPff99DRH+vy0NhTSMRAAwBdd5BPNxfT5onxxZzUVbis90xF2NRRycmSeuiI7A74o+QY9ljwj6Qxcv6EMg16Hoii8cGYGm0nPoT4/ZKDYaeGycrc2kwDZplQ76z3sWVPMujInHls+lW4Lmyuc3PvMKfIMeg73zbK5wsmb4yGG/Qv89PUJXuyeIZFMsb9zjG9e08jZmTCbKhz844EBXuye4dRECEVR2Fjp5NrmEr7cVksgssiSkmF0doFTY0Eebh+iwGbk2a5pvrK7nqHAAuH4EjodFNrz+dWZGQDMJiP//uoGrm4u1nJJNlc4eaxjmM0Vb62HdwzMMhSI8tDhIQkePibe08Dh+PHjzM7O8od/+IcUFBRc8GempqY4efKk9uf1118H4PXXX192u9SDEOK338o6C0f6Ast2RazU0lBItcfGpgo3bU1e7t5dx/xCkq7JME5LHo8eG2E8GOdIvx+XxcBEMM7GShduq5ETQ7N8ZXc9JqOeq9ZkZyR21hfSMx2mwGZiMBCjssBKgS0PgCc6x7DnG/mrF3p58YyPGo+VU+MhCq0muibDNJc6eGVknp7pMC0NhQz4F9jV5GVLtQeP3cTuNUUsKQqfvbwck1GvdcO8bXs1XVMRIIPHnsddu+pwWvP4wo7q82YQDHodvugiHlseBr2OB5/rwWM1cWJwlg3lTvZ3jlFRYOavXuhFp8vw9MkxHm4fwWQ08LcvD3DLtir+4pdn6ZkK8b2DA1jy9HRPhtlZn+1vYTYZsyWpY4tMBhMcHvTjtBg5ORrij65uZDqU4As7qgG455PNpJQMZQ4LL3ZPLwvu1PfxseNj7Gr0sr9zTGvolUwpDPij+CLZ+g8yA/HRd0l1HN7OrbfeyqFDh+ju7sbtdl/wZ+6//34eeOCBdz3Wfffdx/333/9enZoQ4gOSSKZ4uH1EqyugZubvairisWMjbChzsJBUtJoK3ZMhdtZ7ODE8z96dNTx6bITWhkJC8RTb6zzsOzrE9toC7f7O4XnSSobuqTD2fAPRxTSbKlxsqy04d5+CusOhdzqiHfu2bVU8dnyMeq+VocACdV4r//P/Z+/N4+O863vf9+z7otHMaN81kizbSWzHtmxLtrNAgBMoXEqKSQwJhNI2h/b0dW5vD21p4IZzefX2nstpe9oCSQmJAyZJKSGEsJgktmVLsp3YiRdZ+76MLpF2owAAIABJREFUZtPs6zPP3D9G81iyHUp6Q+w4z/sf2/LMo2eW5/d8f9/l8zk0QqVVTzIn4jRp8VRYCMQzdFZbmQwkcZm1dHuKltal3w1IUwub6+2cnglLkx+lqY7StAIgZRlKEyKX/3217LPVoOEHJ6e5a30l3R4X6azAnzz9Op/pauB//GqEO9oqWF9ro38iQK3dwKgvzp42Nz86M4vTrGNmOcWdHS7qHCagqMdw3/Y6nhyYwR9NU2bUolYr6ayy0u0plj16R/zMh5PU2I0MLkQY8kaZC6X4yKYa0rk8+7saVk2HGJgIxKXPqcZuYCaUAlgpBxmlSQ95+uL65z86VfG2BQ79/f309PTw4osv8v73v/9NH7e4uLgmmxCPx9mzZw9HjhzBbDZLP6+qqqKqqurtODUZGZl3gHRW4MDANJmcyOhSjIVIij1tbpwW7co4YpztTQ5OTIbYt7WOr/9sCI/bzMxyikQmR2e1nYvzEdqrrIwsRXn4w+s5PRPGatDQPx5gf1eDdLM+NbXM+bkwNqOGOkexTNE3VrS9VlAglhaw6NXkRYgms+RFmArGMWnVTC8n+fjmWhbCKVrdZn55YYk71lWgUnLFSGIpQFg9EprOCjzRN0V7pYVuj+uqI6Ely+28KDLsjdNeaZGyEqsDjNXHvdrP+sYC2Axqvn9ihs5qK0qlklq7AYALC8VMSP94kI5KC0PeGEatiqlgnHgmTzSVxeM2Y9Zp6Ky2AVzx+zfX23mibwqjVkUym6fJaeTR3gnaKqwsRFI8tLeVfz4yzs7mcl6bCXPPrXXs7XCv+bz3ba2T3q9NdTaeOjFLR6VFCkxkrl+uaeCQSCTYtm0b9957L3/xF3/xlp4r6zjIyNwYPHp0nBq7gSPDfiYCcaptBtorrdxSb1+z095cb+eRFwbZ2ujgx28scOc6N5FUjkA8w1wohQKotOnJ5kX+8kPrpCbG1SqRpaAgmRWuCCjyYoGskOeXF7zkEQnFBWwGNeO+OAqFki31NoQCfPnuTtQqpXSTzwp5XjznZdwf4wt7mjHripbVw0tROqts0o3w0aPjxNMCiazAnpX+i9WZh5OTIWZCCcZ8CRaWk+i1KtK5PLtanSSzeWm3XsqiPLCrCUA6j5Ly46/LYKhVSuKpLF/8wet0tzrJ5Qvcv7OB42NBnhyYoq7MgFKpIJMTaSg3safNSSQlSBmAvrEAVoOGgyemuWdrPc+cmmHf9gaOr7y3b8yF2VBt4+VhHx+7pYZ/Oz1Ps9vEbo+brmaHFDCcnY+SFwuSAufrs2HGluK0Vpj5o9t+fSO9zLXnmgYO9957LwaDgccee+wtP1cOHGRk3t2Ubm431RRr8vu21vHq9DKDCzHaV8oVJbnlM7MRzs1F0GsUHBn1c++2BgxaNVsby4o7X52ac/ORld2yBatBw+d3t1zxe57snwEFfHZXI6dnwph0ap4amKKQBxQQSWeZW06RyAgUCgVsRi23tbtYimS4a0Mlu1qdDEwE+cUFL61uC7+44CWXzzPkjWHWqdFrVNy1vpKFcBq9WonDrOP2Djc7W51rMg4qpRKnRbdGHKkkKHV5xmHUF6fHU07feJAdLc6iWdX2BqKpHHmxwJERH/l8AZVKwZ42Nz1tLuDSzn5/VwOAdNP+2gsXmQ4lyOYLdFSaOTsfxaZTIxRErDott9SXoVwJQk5OBnlgV9Oa7MbqEtC+rXXSZ1f6jAxaJRcWIqgVSm5f58YfzxBL51FQoM5h5PhYgPt2NErW3tuaHHz7yARj/ijNTjObGxxrvhOlAFDOQlw/XLPA4Stf+Qpnz57l2WefRaVSveXny4GDjMy7AyEvcmw0wOBidI3aYSkTsPoGAsURR6NWTe+oD6NGjU6jZEONnd5RH4WCgpoyA20VZuodJslfonjDFcmLl4KN1WOTJydDZIU8x8YCNDgMJLLFm+YvLniZDqZYiqbRqSBXADEvshRNYTJo2Fhto8Jq4J5bazk5tUxHpZUjIz4MahW9YwF2tTg4OhZEp1Iwt5zkr+7ufNOMw+XvSSkjcHlJ42rv3+rHrn5OSfL67NwyN9XaqV8pv6SzAg99/zR3b6xiYDKIN5LBZlSjU6kIp7PMBpMkswLxjEBOEIECDpOeW5sctDgtWAxqkhmBz/U0S+/f5f0YpSyJzaCmbzxIR6UVh0nD/3tohM4qC/FMcdy0zmFkd5ubQCzNsDdGk9PERCDJ/Tsb0GuLwn+lIMfjtlBh0/Nk3yROs46z82He31lJjd2AVq2SA4jrhGsSOHz729/m6aef5sUXX5T0G94qcuAgI3N9cnnNvW8swMtDPkLxDGkhT0+bmwaHUbrxrE5ZA9gMao6NBsjlC4SSGbqaynll2Ed7hYVkTqS9wsKwN0ar28i4L0FbpYUxX5xuz6W0eu9I0a1xtbzy0WEfeq2awxeXqC7TM7IU57O7GhldivPqVJhys4Z4Nk8wnkGrVhKKZ7i5voz7uhqllPxyIruSDYjxe1trefa1eT6xpYZnX5tnf9elG+E7/V5fHoA8enScCouOx/umuKXOzsXFKPF0ns5qKwadiv6xIA6ThnFfjGQmj1atRK9V4jQb+NimahYiaSl7UeqX6B0N0lFpRqVc23PxWO8kBq2KREZgY41N6leYDMTo9rhYWE6xsdbO5no7BwaKkx2T/jgZIc/DH16/5j0rvZ5IKsPf/WqMTXV2IukcG6tt7F3xx5AbJ68973jg8N3vfpdvfvObHDp0CIvFcsX/C4LAc889x+/+7u/+2uPIgYOMzPXB5fX0wYUIu1bS76U6/sBE6IqMA7CSiYhIO3O4coogLxYw6dT84yuj/N3v3cLZ+SjToSS9wz70GhXJrEB1mZEKi47P7Gxc8VrI442mqbEbpUbAvCgy5I1j0ip4cmAGk0ZFW4UVT6WZnS1FcyazXsNyIotSoaCz2kpXs+OqUxDXO6sbEIuummFUCgX7dzRwZjZCVshzcTGGIIicnl1mPpwkEE2j16owatV8fEs9D/Y0odeqSWcFHnlhkI5KC9OhJM1OE4lsXiph9I74eWV4iUJBwe0dbimbVCo3fGJLDT84NY9YKLCrxcHBU3MsJ7J4KszYVkpKlweb3zo8RjwjcHY+wvs7K3CZtRwZCfClD3ZgNmiv9dv7nucdDRyefPJJvv71r/P888+v0WsoFAqk02mGhob4m7/5Gx544AHuvffe38qJy8jIvL30jQWkHb0/nqHBYSQtiHRUWq+wn17dxHdyMsTLQz4MGgWBeJYPbayWdrKrEfIiD//4PDtaylmMpHlgV9OKjXSeiwsxpkIJDGolmbxIU7mJ3e0uQomcVP4oZT1WmzqdmVpmcCnChmo7ezvca6Yv3i3BwdtF74ifQ4NeDl30kswItFdacZp17NvWQE+bi5cGl3j2tRnayi0sxFL44hke2tvK828sSI2i3z4ygT+RobvFyUQgzo6WS9bajx4dJ5rKMeqLcVNNGZ3V1iumRgDKTFr6xwM8sKsJIS9yYGBayuYIgkiDsyj5Xepdkbl2vGOBwz//8z/z0EMP8e89zWw24/V639TXooQcOMjIXB+UdrfNThPeaJpYOs+DPZcW/31b6/jeiRmWYmlAIfUnbK63851jU0wHE6yvsaFVK6ixG9f0O5R2oUJe5PFjkxQU8OmuhjVOjEdH/ZydC6NWgkWvxWHS8v7Oyl87xvhWegxudEo9Im/MhvFHU0yFktyxrpImZ7Ff4v949g2GFsP44zm2NJSxnMyRyOR4sKeZxUiaz+9ukTQdwklBauQsBWI31Vj52otDkg5Ht8dJ/3gAj9vCsbEATU4j9Q4TFxaiWPQqqU8DkEpO5UYNR0b8fOmDHei16ivGT2XeWd6RwOG5557jYx/72G/02P379/Pkk0/+u4+TAwcZmWvH5Q1yq5scSyWLCwtRejzl9I4G8cXSFPIFyi06yc/g9Ex4TRagxOp+h9WCQKWxzd5RPwatCrEAibSAQatiMhDHoC02WdfYTaiU0OK20OAwyjXx35CrBVMAf/7DNzg67MNh0qJVq9nSaGdns5PpUFLq6ygFH1mh2P/RXmlmxBvDbNCQzAjcu71empI4eGqWbY1lHDw1JwUTD/Y0cWTYzw9Pz/HxzbXc0VkBsCYg2dPuuur3Quad55oLQP1HkQMHGZnfHv+e0FD/eFBSDSyVHdZORagooCCeFhDyIkuxNFlB5IMbqnBadFctDZRuPlDUHBDyIt85PgUF+Gx3I4CU2Tg2FmQxkqTKqmcpmmFHq1NKs684XK3RNZD5j9E3FmDUF+d7/cUph52tTjY3OK6aEXrkhUE8FRb6xgMsJzKsq7ITiKXp9jhJZPNrxk7/pXcCg1ZNMlvMTgH8xY/OkckK6LRq/s+PrJe0NVRKxRpBLWDN90T+fN955MBBRkbmCko9Aat3dat/lhVEDg/7SOby/PV/Wiu2VOrAX19tlUoJC+EkPR4XNXYDhwaX+PjmGgYmlkGB1DAJl7INpcmIgydnaHDoGfEl+MdPbV6zu82LpSWosKbTX+btY3Um4fIx11KmqegJEsFt1vJ43xTlZl2xYdVuoKm8KGG9rsq6pnS0Wq66NLkx7ovxkzfmWVdtJyvkWVdlZSaUoru16DK6Omg4Nx9ZIxsuf/bvLHLgICMjI3G5KNPqEcPVqezvHJvileEltjY6iKRy3LejkaVIaiVNfUlSuXfEz1Qgztm5CE0uE51VNspMWv7+pRHqyoxEUwJpQWBnq4t4WmB9tXXNzWUqEOdfX5ujx+PEotfwhb2yquC15PImUyju+uPpLA9891X+/APr+LfXZolmBDZU2ygzaTg+FmBnq4tm51rdjdJzYWW6ZiGKkM8z6I2yrdHB0dEATQ4jLpue2zoqpDLFdCjJyGKU8wsRykwa9ra5Vzw2uEJBU+a3w3/0/it/IjIyNxjprMCXnzvH6FKU//7iRXa2lHN6Jiz9v1pV3PUdGJjGpFNQZtQSTGT50/e18lT/FOfnotQ5jAx545ycDCHkRbY2ljG4GMWoVRGIZ8gKef7+pRG+sLsZp0mHWqWgo8JKNJWjx3PJ1EnIi+xoKafFbeGP7/CQFkRJTVLm2lGyModidqhkWf63vxjh010NfOvoOPXlRno8TjbU2FhOZMnlC4RX2Z+fnAxJz1WrlJycDLEYTWPWqzgzF6arqbyoltnq5II3RqvLIpU4tjU5qLUbcFn1dFRZKRTg7GyEvFhgPpzk2FiAmVCCx4/LVt3XI3LgICPzLuNy2+KSvXE6KwDF/oFys44Xzy3SWW2jbzzI5nq7ZG/dO+Lnsd5JtjWVc34hikKp4I6OCr5xaIyu5nKUKgUzoRQFUcRq0HByMsSpqWX0ahXnFsLMh1P8anCJzior/3ZmgZvr7WxusOOy6dlYYyOSKp5HmUnLyckQapWSna1O9rS7ub2jgm6P65q9dzJFSp/JjpbyNWO2HVVWnj+7wO3tLmxGLedWvChmllO0VZiZDyelY5SCj21NDtJZgbNzEdxmHYOLMT56Sw2jvjgPf3g9o/4E2xrsvHxxSSpLqVXFcsfGGhtVNj21diMGnRooUGM30t1aFAEzaNVr3ENlrg/kUoWMzLuIksfA5fP1NXYDs6EkndU2skKeEW+MtkoLWrVK8oGw6NUEolmOTQS4q7MCEcjlRTJCnsVIho3VVs4vRPjghipUSiUOk0Yax3uibwpvJMVcuGhCZTVosRrU7Pa4V8by1ja5Xa0pU+b6ptSvUGnVo1IqGVyIYNarmQwkaXAYODzi54/vaCOREaTeiNUKl5VWPQMTQb70wQ6pPAbwneNTTAfjrK+2o1UrJInx1eWSc3MR/IkMezwuyX3z8v4JmbcfuVQhI3ODUwoabm0o4+CJaTbX2xHyIh63halAknyhwHQoiT+eoa3SwstDPjbV2Tg9E8aoK8o/vza7TLPLyLGVgKC9wspSNMudHS6USgUKhRKXpSgfH0kJ7NtaV3SybCrHZTFg02sIJrLoNSoqLHrJv6GnzUVP2yWL6dKOVg4a3j3saCmn3mGi21P8LD/X00yN3YjDpKXOYeIfP7V5TdBQyigB7O9qYGAiyD231nJ2PiqJO/3h906TSOdoKDfR5DRRYzdK0xt5sUAglmFrYxkoQEHhqudT6p+4PNMmc+2Qr2oZmXcJ/eNBTFoVz7w6y6e213Nqapl/6Z1gPpwCBdgMGqKpHDV2I78c9FKgwNdeuEheLBBP5djlcXHv9gZAyX3bGzg1tYwvnuGWOhsGrYZkNs++bfX0jQeLiznw1IlZdrSU88PXZtlYa8Nm1KBXq/DHMnRW2+TA4Abi8mBPrVKiVSu5raNoHX5qaplUNs9jvZN0Vpk5Nupnc71deuyeNhf/86VROqvMAHy3bxqLTsWpqRDtFWt3s6X+CIAn+qZYCCc5NxchL4pvej6XBysy1w65VCEjc52x2kZZrVJKI4uDC1FsRjU1dgMqpZJz8xH8sRQKFDhMWsKpHN2txVTvS4Nefnh6jo4KC26bnkqrXnIlXC30lBcLDHlj3L+zQWpwKz3GatBwdMSPSgGf2dmIWqWUuuY7qy9NXMjcuJRKTqWmxaMjATwVJpaiWTbWWCV10ZOTIZ7onyIrCICSRz99K0eG/Tz72iwbq6zcVF+2UuYqUGnVM+SN43GbGPPF0agUfOf4FDfX2VlfbWNjjQ2ArY1lnJpaBi5NbZS8SuSx3bcHeRxTRuZdyup+AIAvP3duZdIhQ5PTgkWvYjKQoMlpJpkVJI+Hly8usRBNsbHKjlKpwGbUUO8wSnbMRZElM4vRNPG0wIM9TVfIND9+bJJAIkOPxy3Vlkvn9PjxSXa2lEtOlTLvXeKpLI/89CJVZj1anYr2Cgt9434KwG6PC5VSyZnpZXrHAvynjZW0VVqlYGO1QRnA+bkwaUHEF0tzb1cjf/uLISw6NfG0wP27mliMplFQIJwU8MVSkunWpjobf/L063S3OtFr1bKa6NuA3OMgI/MuYnW9dnUKtn88iF6t5NRUEJ1aiS+WZjmRw2HUUWnV01F56eIuUDSWm15OYNAWMxClEsPpmTDdHhdatZJUtug70D8epHfET/94kM4qM3/4vdO8OhsiEM8x5I2tOS+AB3Y1EUkJUkAj897l4KlZKm064kKezioro744DoOWFpeFC3MRjoz4WV9j44/v8NDitrCtySH1KGxtLOPkZIgdLeXsaCknXyhwcTGK26Ln+KifT95ajyAWuLXRwS11Vt6YDeMy62l2mtaUL77+syFJF6LWblgzKST3PryzyIGDjMw7wOpAQciLPNY7yWQgTv94cM1YW14soFAq6fG4SQsF6ssMTAUSnJkL8WT/FHo1PPzj82yqs+G26qAA4WSOE5MhNtZYJb2G0jF3tJTzwK4mQokcgwsRZkMJZkIJ7n/8FAWxQDCeZTqY4JNba4C1dWS5wVGmxP6uBgwaDd2tToa8MapsOl6dDVNp1TO1nMQfTfGLQS9bG8skTYjS9+fU1DKTgQSPHhnnsd5JrAYNapWSWCaHWa/hyKifSpuOYDzNnzz9OuVGDYcuePnVUFGYLJsvsKOlnC99sIOZUJJv3HMTUOyhsBo0HBiYlnsf3mHkFUFG5h1g9Q355GQIi17FuD/BhYUo8XSWn55dIJ0VUCmLrpNqlYKba20MLcWJZrJM+JJk8nn+r58Ns6XezkMHTzMZSFBlN1JtN7Ch2kYsnV/TrFbqVSihVir4wckZzkyF+UBnFWO+OIIg8sDOBp59bR5YO5svI1NCr1XzB3tb2Nvh5r7tdTx+fAqP28SBgSkMGhULkTTrqyw88sKgpP2xmslAnEAig0WvIpkVuefWOnZ7XMTTOe7ZUs10MAkoaCw3c3IqRDCZQa9WEkrm+MqHOwE4Ox/ly3d38vSpOV4e9mHUKiWvlOVEVs5AvIPIPQ4yMm8jb6ZfIORFqbGwvdIMKDh0cYl9W2v5ny+NUmXTUyjAIx/dKFkjB5NZuluc5EWRp05Mc2uDg0/vqOe/PnsWs0aNQgkGrYoPbawG1vpDwFpPirxY4B9eHsWoU6FXK8kIInaDBotBTT4PX767U5KklpH5dfSNBRjxRjl4coZah5E6hxG3RY9KAV3NDvonlumotEiS0YDU4Lv6ZyVJ9K//bIiPbqrlh6fnuL3dzUsXl9BplKhVSm5rd0seGGUmLUeG/fhiKTK5PBcWYjz2mc1cXExI5+a06Dg26peMuOQeiF+P3OMgI/MO8O/NkvePB5kOJTk2GqB3xE/viJ90VuDkZIhhb5SMkKd/IshEIM6+bfU88+oc92ypI5zMcee6CtQqJSqlAoteyfm5ZS4uRjBo1XzpQ53c2ujAbtLzj5/aTFuFGY1ayZ3rKtjaWEZeLPDKkI+sIErntjp7sKOlnC/sbqHCoucTW+r5h09uor3Sxu3tlXz1dzbIQYPMb8y2JgdpocDWJgeRZBanScfv727mcz3NJLIiHZUWjo76eHnIR/94UNL56PY4pTJGKQN38FRxtPi5M3N8alsdrwwvsa7KQiYnstvjktxVS5oPHZUWmspNDEyEuHOdmwefeI2Xh33MhBLkxQLHRv18YkuNNCr6ZterrAnx/w85cJCReROutri82Sx56bF5sYCC4ujkkRE/k4E4j7wwiM2gptVtZimSxm7Q8IktNTxzaoZ7bq3FrNdwX1cje9qLUw2b6+0cHglQZdVzfiEiLZp5sSCdy8xyimgqx0I4yYGBaRajaQLxNEdG/Hz76ASHVxbtzfV26Vzv6Kzgb373Zu7orMBs0EqpZ7mHQeatoFYpebCnibxYoKvFiUaluOI7lC8gaTOUvrOloHp1X8/+rgZCiRx72lx841cjeNwmTk6FWF9jY9RXbNgtXXND3ihdzY4VvZEGfnRmng9uqGRhOUUkVSzzdXtcPPvaPDtbyjkwME3/ePCq1+vq61gOIt46cqlCRuZNWC2Jq1Iq1pj7XF6KKD12KZJi1BenwWGgf2KZZFbg3u319I2HUFDArFejVCqJp3PsaHFybDSwxkmydCyTTs03fjlMU7mJ7jYno74EFr2KeoeJwYUIh0d8hBIZdCo1//n2VkDBgf5JFiJFXYdGt5nb2lwks3k5bSvzW2G13oheq5a+t98fmCYvikQyOartRu7sqKCnzcXhIR9HR304jDo21FglLYaTkyFeHlrCoCkaqN21vpJhb4xujxN/LMuQN0ZBFNnlcXJiMoTHbebISIBCoUAyl+fmWjv1DqN0rM31dg4MTLOjxclyIitdu6Xr63JXz9W24u+1a0TWcZCReYv8Oj+F1YtLXhTxRtNXaOZfrr/QPx7kwkKUbo+T46N+rEYtVVY9WrWSvFigzKTl2GiAjhV3yFLa9vLehHgqy9deHKLCoGEkGGdDlQ2bWcdUIM6eNjeprMD//fOLhBI5KiwatjSXc34uRiabYymeRaNSUmc3cOf6Ku7f2cDpmbDsGSHzWyedFfjCU6+SEwoYNUqWUzlAwYPdTcyFUzQ7TfRPBMkXQKWARqeZRDpHq9vMxcUYSoWCz3Y3oteqpaAkkxVJ5/P4YhmanWZ2tjjoGw8higWsRg21doN0Ha0Ovldrlaz+/pf0SbY1FceT11db2VRnu8J6fvUxbuRrR+5xkJF5i1xedlidsuwfDzIXTgGQF+HoSICsIF7xfKtBI1n/Di5EMGmVHB320+o2E0nmuLXBTl4skBXyHB/1c//OBrRqJWUmLT85u8Abs2GWIuk1UwwHT81SYdXSN72MTq1iJpyi1m6gu9VFXhT55QUvaaFAKicQzxY4O1tM4Rr1WtZXWejxOPnD21p5sKcJvVYtj1TKvCOcmlpGp1GRLxRYimWxGjX4Ymn+1yujvHTRy8/OL9Ld6mSPx0V3q5N4WsCiV9M/EcRp0XJLvV26cZ+aWsaoVTEVTDAwHkCvVtJRaaFvvDiR1FltodlpkvomnBYd/eNB6fpdbR1vM6ila/zkZIjtTQ7+/qUR9GoFR0b8fO/EjFTa+E3KkjJyxkHmBuZqO4bVPxPy4hpp58ePT7K9ycGxsQAzgSTrayw0Oi1cWIiSyuUwaDT8wd6WlQkJP4MLMcRCgTKThkhKwB/PQAFcFh2BeJq8CDOhBHvbnJyYWKbb46TRaWZbk4OHf3yeRFZAiZK2Sgvrq62S5XBeFLm4GEMUC8wEk5h0SlxWPWqVCpNWyXOvzzO6FEOvUWE3aPjf71rHRCBBR6VFMp2SkXmnOTzk4/DIElP+JH+wp4n/8swb6FUQTeexGbWkswL7tjWwqcEhNT1+59gUYqHAuqriFEapfHFk2Mc3j4xjNWpQoECpKHBTTVHcLBjP4LLo+f09zVIWoX88yJnpEIPeKJ/YUscdnZX0jviZCSWJJrNsqLWztbGMgYkgv7jg5RNbann61Tn0GhUusw61Skm355LjLMgZh1+H3Eotc0Ox+mJfvWMo/TsriCxG0+TFAnmxwFI0w8BECK1ayY4WJwdPTKNVKkgLeQYXY+zb3simOhtfe3GI960rk45/bCyASavGG00RSmqIJLJEMlnsBh1Oo4a8WKB/PICnwsK/np5nU52DSDInLUJfvruT7xybAgV0VFqYDycZWYrjjaTY1epEp1HS7XHxZN8kyymBvokFtreUMRdK01lppcyoJZcv8Okdjexpd/H+G3Rhk3n3oFIq8LgtuM0GfvT6IrfW2TkzG6HeYWQxmqbVZebJgSmC8Sx5UWTUF8dq1KBWwkQggUWvpoCCk5MhRrwxNCol4XiGJpeFWCbHG7PLKEpfc6WC/vGg1KMAMOiNkhGKo8t72t3kRZExX5xkRmB3u4sDA9MYtSp0ahXPvDbP+zsr6Z8IYDVoiKcFjo0GuG97HX1jgauWOG70IOKtIL8DMjcUpWChNDe+FEmvjGkFmA4lOT8fYdwXIy+KDHljGDQKfn7By+Z6O9FUji/f3YnLpsdh1nJbu5vHeic50D/NxhorvnibXILIAAAgAElEQVRGOu6W+jLOzofZ2+ZGqYBoJsdiOMNUII7VpCUriOxoKscXzbC51o5aBQrlpazHqall2istKBUKbm2wU2k1kEwLbGt0EEvn2d/VwFIkTZXVwGQggcOk5uJinNs73NQ4THxmZxP/cv9W7uiskBcymeuCHS3lJLN5dnmciAWRdB40KtjR6uLebY14oxk6Kqz0T4Y4OxtmLpTg0AUvLrOOfVvrCCVyLMez3FRjJV8okMnlcFj01NuNUIBQMkuVxYDdoAOxwBuzYR7rnUSvVvDTc4vcvbGK5USWP9rroX88yOBCjMVIknXVVvpWbORj6TxKpYKNNVa0aiV72tzE0wL+WJqlaJon+2eYDiV5om9KWkf6xgJrpjPkKQy5VCFzg7HazW+1GMyRYT92oxpfNMOQN8rHN9exq7Wcr/xkkPVVFhqdZqnxMZ0V+G7fNJOBOG6LlnhGIJUr8IH1lVI99an+KXa0lHNsLMgH1ldydi7M4WEfDpOWzfUOPtvdyKmp5ZXyQ4Fhb4xdHhfRVI68WODIiI+55SRNTjMjSzH2dzXismjpGw/ywK6iGdW3Do9xcTHKTCiJ06Llpuoybq63y66AMtctpeZDvVrB828s4rLoWAineOpz2wH44g/OsMfj5KI3xtxykkJBwe42NzfV2pgOJS+ZW0VTzEdS1NgMOC06/LEshUIBt0UPgC+WxhtNs7OlnFeGfXRUWDg+EeTjm2qJp3LMhFPoNAryYoFzc1Hu7KiQShulpuetjWWcngmTFUSOjvoooKDcqCWcyrKtsYzpUAqP20KFTb9msupGmsKQpypk3tNcnkq8vKt6c72dU1PLvPDGAm6rDoNWzS11drKCyGwowetzy6gUSu5aX4VKqeDYmJ9qu5GRpRj1DiO7WhycnFpmf1dxSqGkeHfP1noSGaEowDS8BMBt7RVrHCpLPRSl83mibwqdWsmFhSj+WIaPba5hMZLhplobN9VYeerELB63mYuLUc7Nham06qgqM0nuljIy1zOrew4uuWXa2NnqlK7Lm2qsfOX5QSaDcXpanNzSUAYoUCmLN/vJQJznzszx0G2t7G5zS/baAA6ThgMDM7RXmBleinN7u4tHeydQKxVY9GoyQoGsIGAxaFiKZqBQwKzX0ONxS71EqyeaVtvLe9xmfPEM0WSW3e3uNQHD1fqk3u3Xoxw4yLynWS2vXNoFXD5n3jviZ8If4/CIn31bG4oLRCq3YvyUJJHOUV1m5KbaMkxaBYOLMf7yQ+t4dTrMi+cWMGpV7G13s7ejArj6OCZcGgt79Og4lTY9x0cCNLrM0mik1aDh4IlpPrW9Hn8sy6gvJp3jNw+PM+KNkswJdHvcJNI5OqttcpZB5l1H74if6VCSUDTDXDTFXZ0V7Gm/JDj2rcNjXPRGmV9O8dFNNTStNA73jwd57Ng4NTY9QkHBR2+pWbMBKP353b5pTFolkaTAzHICvVZJOisSTGRJZQVq7EbqygycW4hiM2p4/7oKnnt9ngqLntYKM5FUDpVCwWd2NnJ6JrxGs+XyHocSN1LQAPI4psx7iMudJvvGAtxUY5VkZkscGJimxm7gwMA0UJxWODER4vZ2NxOBBFOBOBadCpdBx/xyCoNWRUeFlfu215EWCtzb1cjBU7PFjMTMMiNLcS4uRIFiUPJY7ySprED/eJB0VuDCQlSajICio+DxsSChVIZEJsuBgWm2NTmkXopISqDb4+Tzu1ukMbSOSgtlJg0bquw0OIx8rqeZnjbXDbFIyby32NFSTrPTxEIsDYUCf/3j8/y3fz3L4SEfQl7kMzsbMWhUfHBDJWdnI2SF4rTSfDjJLbVljPmT1NoN2AxqHn7+AocGlxiYCLKz1Yleq2Z9tZXpUBJ/IoNJqyYnFLhrfRV7293UlBlRKqHb4+TWhjJ+5+YaxnwJWlxmErk8sXQem0GD1aiVAoTlRFaypV9tErd6nXkzJcr3GnLGQea65c2i+96R4uJSaTUw6ouxo8VJ/3jgCoXEeCrL1382xBfvaOYfXppgT5sbfzxDJFkUnXlpaIkaq4Gfnl/EalARS+e5f1cjNXaj9Lu2Npbx1Z9cIJ7O440meeg2D3s7Knj06DjRVI6BiSAba+2ksgJuq45ERmRPm0tKb/aPB5kIJLi4GOWvPtTBmZUFctgbo7PaQrfHdUPvaGRk4qksH/6HY8QyWZYTeXrayvlcdws9bS6pJ0KnVjIZTJLM5NhQbePsXASzQcO2Bgf/enqWKruOZEakvcLCF/a2Apd6kQRBJJTK0Oyy0OAwolIqeH0mTDyT46I3ymd2NOKy6Dgy4pcyDEJe5JGfXqTebuBzu5ulUmKpN6pkDDcXTlFl1UvrzGolSri6iuy7CTnjIHPDcTUBFiEvcn4uzOhSjMHFKDtbyq9qrSvkRc7OR7lvRyNf+rcLFCjw0sUlauwGZpaT9I75yQh5Xptb5n+7pZpAPMv7OitxmfVcWIhSZtKiUirQa9X85YfWYdAoqS83SX4R+7sa8MezdFZaKIgFauwGdCo1O5rLubAQlURndrSU43Gb+dpHN3B2Psp8OMkPT88y5o9xbCxwxc5FrVLKgk0yNxRmg5aPb6kjls6j08D5+SgXFqKSUNMDu5pIZkUowLoqGy8P+9FpVCwspzg84uMjN1czF0rT6rJw7/Z6yTzu1NQye9pd3FxvZ7fHRTSZIyuIpLICk8E4475i/4NKqaRvPEhXs5OZUBKAp07MkhNElhIZHnlhkCPDxbJKVsivyVyKosgvLiyypd7OwRPTbG0skzIRR4Z9vDy0xLFR/3tu0kJenWSuGy6/+DbX2zk67CMr5NcY5fgTWXKiyHQwgTeSoaPSKt1wS7XK0k5gOZHlni11jPkS7G13cWjQy85mBzOhJKlMnnqHkYHpEJ/tbqamTM9EIM7OFgdPDUyTFUTCiTR/8vTraFQw7I1xdLR4s9dr1Xztoxu4c30VlTY9ezsquKXejkGrottT9KBYbUoFRVfBGruRj2+uo9VlobvVuUYxUkbmRuXBniZ+f3crTrOOCosOjUoh9QSVTLNu73CTyeXZ43Ey7I1SZdNzR0cFz7+xwB/f3sot9UVdiJeHvDx1YorXJkI80TfFpjobWrWKMrOW/okAP3xtjgprcaS6zmECimXDZ16dxW7Q8PDzFxDyIjajmtlAkh0t5Ry6uISCAhcXY5K2y46WciJJAZ1axdOvzrJve7FHqbSh+dXFJUxaNcPeGP3jQWZCCek13ejIpQqZa8blafneEb+UGiz5O8yEkoz7YzjNejqrrJydDXN+IcJiNMWDu5o4PhHCrFPhNBWV5IArpim+2zeNRa9iOZElEM+QzOa5a30Vw0tRAvEMTU4zyYxAZ7WNrY1lfLdvGl80tVLO8LGtwcHBV2cwapS0VVrpqLRx3/Y6zs5Hr0hZlv6eFfJ4o2nCSYE97bLJlIwMwF/+21nEgsi4P8kXb/es8X6B4prwWO8kRq2S+IrmwuZ6G/98ZIL7tjeQF0X+9pfDqJQKzDo1u1rLMWrUdFbb1iivjvniVzQ9npla5oXzC9SW6eludXFkNMCmGjtarYpPd9Vzdj7K6zNhMnlBUon9p1fGGF6KoVMp+dDG4sRVaYyzs8rM3/5ihD+7q42nT81h0aupc5iueE3XM3KpQua65je1qBZFkZ+dX2QyECcvisTTORSAP5bh2JifQW+EZFZgU11xPLK+zEgokeXsfJgjw34ePz7J5no7AxMhXh7y8VjvJBZ9sX9BUYBoSkChgOoyAxtr7NzWXkG1zUCB4oJQarpqcVuIJHP83q21jAVi1NpNNLstTAYS1Jbp+frPhqRzL2U7Sq9pc72dIW8cQSw2Oy4nsnJmQUYG+NIHOyig5Au7W9hUZ+Nbh8c4PLQkrQul7EOr28LGWhvbGu38xY/O43GbeOa1Wb53cpqOSjNmrZrdrS40SiUTgQR6NRwa9NLV7OCOzkqpD+LcXJiF5STn5iOcX4ygUiqIpASOjBYVI1+dDaFSIDUnf2p7Lb5oBo/bhJAXaa8ws7icoqPSzKFBL1a9SmpyPjcfY0OtnadPzbHL4yKRzbOpzsajR8dJZ4UbunwhZxxkfuuUGqB+XXMRsKL2FsGoVTEdSrGnzcWOlqKLXVbIM+yN0+o2MbIUQ1GA9bU2bm0o42svDtFZVfSUqLTp0CiVvDq9jEWnJpLO8YH1lVTbjQwuFnUTulvLMWjVkrbD82/MkcsXaHdb+MPbPVJT5Z42F6Fkljdmw3Q1l/Pdvin+8kPr+NGZeb70wWKjY14UAQVQYMgbp8dTTt94kJ0t5WvEnGRkZNby6NFxIqkcE744+7Y3XDX78PCPz7OloYwn+qaotOrZ3lzGiC/JB9ZX0tXs4Cs/GcRuUHNo0McXb2/FH8/w+d0t0vFr7AZ6R/1oNSrOzYaJpbPsaHHR3eri+yenqXMYuaPDjVatwqxT8XcvjbK3zYlarabWbuDcXARfLE0yl2ff1jr+/uUxejwukmmB2XCS9dVWauwGJgIJ9nc1SJNcM6EUKiXsaFnrf3G9IWccZK5bjo36WQinOTriB7hip15Sc5sJJcjlC0RSOex6zcpNGXraXBi0am5b58as17C5wYHDqmc+nOKpE7N8YH0lNXYDYkEknBQ4NR2ivdLKyFKMWoeBQxd95MUCu9tcVNv17Gl3s7neziMvDDLmizEZSOKNpJkKJRHyIgdPzbKr1ckrw0U1uTvXVeCLZTjw2W1k8wW+fHcnZ2YjXFiIMh9OcWwswLGxAGa9WpK2jaQEOWiQkfk17O9qIBjPsL25nMGFyBU785KnSzCR5aHbWqguM5IW4Gsf3cDeDvdKucDC6elldjWXMTAZYn9Xw5rjz4dT3LmuAmUBoEBDuYW0IKJVK/izu9qpdxjp9rjY1uTg6VOzfPjmagYXY9TaDQDYjGqUSgUNdgNPvzrHHo+Tk5MBjoz6cJq0DHtjqJRKLHo1p6aW2be1juNjATxus9S4XTLUu5GyD3LGQea3zrcOj5HM5jFqVXyup/lNRyxfGV5iIZyi2m5AqVDQ5DQRS+dZX22V6oql7MSx0QA/v+BlfZUZhVLFK0NLfKCzgm/1TvLnd7Xz188P8vFbqhgNJNBr1LRXmrmlrkyqS1ZY9WTzIufmIjQ6jEyEErQ4zfR4iqOUQ97Ymj6G1efaNxZgJpRAECGeFuiotAAFydlPDhZkZH4zStnInS3l+GMZRn1xSQxtNSWny3g6x+d61rpinp8LYzVqqXcYJdOry5Ue/6V3gsVIUaa6x+Okxm5kyBtb4yhbEozbt7V43ZdUXAuiiM2ooQDE0nlEsYBBq2R4Kc5XPtzJqall5sIpau0GVEoFNoOa3tEgHZVFx8/SOV2PMtWycqTMNeVqks9FQyiRrFDg5WEf/+0DbZybjwFccYNNZwW++pMLtFdYiKYEppYTBGNZdnuczEfSuC167t/ZsEZ6tsyk5dhoAIBtjTYe+ekQ+7sa+X9+Ocxd6yuYCCSotOrQadRUWXR8fk8LD//4PPVlRl44v0iVTYdZq8Fu0hBLC1TbDSxFM3xmZ+OaC/zN5Kuv9jpkZGTeGqXr69xcGKdZx1Mnpjnw2W2YDdo1j3n8+CRb6m388PQCX767UwouSmtNCYdJc0WZUMiLHBn28/MLizQ4TGyosbEYTaOgQL3DJMlh948HOTcfwWrQEI5nCaUyOIw6NtTYpCAgnRX4+s+G+LO7iutZXhRRKZVsqrPx5MAM08E4925v4MRkSNKWKY1wXm+aD3LgIHNNWS35vK3Jwb/0TrAQSbMYSaJQKNntcUpZh8lAkj1tLrY2lvGdY1OIhQJKpYIdzQ6eeXUWsQCpbJ6lWJp0Ls+mujI8FWZi6Tz+WIpCAXa3udCqVWt6JTqrzPzNz4fpai7judcX+fjmal6bjpLKCOzfWSwf3FRj5T8fPINGBUqFkiq7HrVSxY7mciYCcfZtrVvpXShcsVsoGWZdb7sGGZkbgXRW4JPf7sfjthBIZHn007deIY728I/P09Vcznw4TUelhcGFKJ3VFlRKpeQ7MeSNXtFbUHquw6Qllcuzp80tHXdTnY2Dp4r+MIvRDCMLURZjKZKZPHkRWiqMVFqMKJUK7ttex9d/NkRXczkDE0E21NpRUKDGbuTn5xdxmDQksiIVFh3tlZY1WcjrUdxN7nGQece4muTz5nr7msjaolezEE4RSuRwW3TE0sXmonPzUeodxfrhgYFphr0RnnltljMzyzzz6iyd1Tb0KmXRnlqv4SM31ZDKCURSAh53UYBpPpLi4sKVo5CDi3FurrOTzMHne1qYX85g1aupLzdJQcPBU7NsrS+jvdKG3ahhb1sFe9pc7Gl38fndLdIu59hKOWK1HkRJZEqekJCRefvRa9X80V4P5+Yj7FzZfPSO+NdMXHz57k680WLQcGwswJg/ypFhPz89t8hsMMG5+QjNTpN0na6Wir5naz2BeIZtjWUMLkTY2ljGjpZyvv6zISosOl4872U5nqXcoqXCakCvUWHSqcjkCgQSaRKZHH/y9Ov8zi3VPPf6PH92Vxu1doOkNHvP1nr88Ry7PS46q21U2Iqli1LQ8O2j4/xq0MuxUf+1fJvfFuSMg8xbIp0VeOSFQe7ZWk80lZOi+8unJYopvzBmnZpkVuTBniZOToawGS41EA5MhPjOsQmyQp5cocAf7WllzBfHG0lTUBQtdBUFCCQyNLvM1DtMXFiI4oulaHWZqVv5t0Wvot5hYlOdjf/+4kXuXFfB9iYHTw7MIOYLtFWaGPclmAol6fY4mQ0l0aiUa2qpq3cDpUbNWDovO1LKyLyDFHsZEpybjxa9KIIJ9rS5rzpxcWw0wPm5CKemQ2yotnJ+MUK5SYfdqGG3x8WoL06z08xiNE00lWNjTdEs7vHjk9TYDcyHU6yvtknTFLtaXcwtJ3Ca9KAAnUrBsfEA37jnZl6bDvNk/zT1ZQayYoH9OxqvyGiUypmnppbJCnlJS0KvVdM3FuBXF72EEzk8bjM315ddF5kHuVQh81snnRX4w++dpr3CTDgl8IH1lSyEk0SSOQoosBvXCqC8mdX1ak/72WCCfzo8zt03VdPqNgMFXjy7iFGvZm+bG5VSwVQgzoXFGF/5cKc0gVGywTVplUyHkuxpczPkjVJjNzAbSjIRSJARRHTqYsdzKJ7FYtAg5EW+fPel40DRj+LxY5MEEhl6PG66Pc7rLqUoI/NeYPUN+Im+KSx6NRVWAxOBqzdN9o0FGPFG+em5RerLDJh1GlI5EYUCScE1nM5RadZRVWbkwZ4mhLwoueYCPNY7yWQgDgWIZnPU2ozsaXdxaHCJrpZyvJE0HZVWvjcwhV6rot1tedMbf99YgOlQkhFvDJUSKehJZwW+c3wSRQHWVVupsBmui5KnXKqQeVu52vjQgYFpOivNvDa9TK3dwPn5MGO+OAUF2IwaJgKJX3u80g0fivLLgViGl4f9PLCrkclAHJVSwXw4RTSTQ6ngUjOSIHJfV1HuVa0q1gyHvVFMWiWxdLFeubWxjGaniVeGlxj1xQnE0/hjaersRrpbnXjcZnZ7nNzeUcE/vTzGnf/jMF99/iyjSzEODEzjT2RZTuQY8sZkvwgZmWtE6drTa9V8rqeZaruRp05M4TRpeeSFwSvGGbc1OUgLBTbW2Li53oFQKLCh1oZRq+L4aIAaux5RFDm3GMEbSdE/HkSvVfP53S2oVUoODExzfiHMcirLVChOOJEDQKVU8qUPdjAwHuQTW2pWShsOpgIJ9m2vkzKTh4d8a8op25oc1NoNuCw6GhxGBhcihBNpHvr+abqandxcX8atDWU81T9FZ5X5XTuiKWccZK5Kqdmx5E+/rclBOivwtReHqLUbKDNpGPfHUSqUdLc6USkVQHHKAIqlijdmlwkls3Q1lfPKsA+dRoXHbabJaWZnq5PeEf8V2YTHeifRqxUMrYw66bVqaRdS6lFodpo5Ph4ACtzWXsGOlnK+eXicw8NLFFBQU6YnkxNxmLQ8/OH16LVq4qksX/zBGRQKBaenQmTzeVRKJS0uMz/4/R0MTIQY8sa4f+eVuxoZGZlrw6NHx3FZdDzRN8VXP7KeeCZ/xS599VRFqVzZWWUlmc1j0Kp44Y0FrIbiOKXTrOOrH1kvlQ9sBjWvDPmZWU5Sa9djN2qJZwQ21hRNrspMWg70T2HQKhlbilFAwY4mJzfX2zky4iNfgPYKszSZsfqcSqJ33zg0zJY6O4eGfBz8fBff7ZsmkclyfiHGf7mjlZNTy9dM80UuVVxHXI/ds78Jl2cFSsFAmUnL0RE/s6EEn9zWQDRVjMpXTx5crnMwHUpyeHiJRDqPRqlgY62VEV+cDdU2lEolnVXFz3oxmqbWbpAsdvvHg5ybi2AxqElmBGlmGy4pwR0dDbC+ysK5+Si1dj3TywlenwmTFwuoFbC50cmHNlbR1eyQxicf+v5pnCYtp2fD1JQZmPInqC0z8r8+dQt2k/6dfJtlZGR+Q0raCh/bVMU3Do3xp+9r5UdnFq8oW5QstsVCgV0tRTn6fVvreOSnF9FpFKSyItFUFoNWzbpKK1/Y23rFmHVpY+JxW3BZtBwd9jO9nEKnVBDLCoz54pSbtBSA+3c2sRBOEohlmYukuKuzgj3t7iumQErTXn/6zBvsbaug2VVs8P7BqRkqLDqyeZF7uxqvmbqkXKq4jijV7/vHg1dMH1zPaamTkyFmQgmeeXWGuXBKMnQ5eGIafzSF06zjmVMz7Ggpp6fNRbenmGkovbZ0VuDwkI9XJ4O8NhnErFHR7DayqaEMvUbDJ7c2oFapSGVz/ODUDOfnIpLvfekic1p0KJUKpoMJzHrNGh+L/V0NzIaSvG+dm1hGIJjI8K+n5zg5HiSSEoilBbY2OVEoCuRFkSf6pjBplTzywiB/sLsJXzzDn72/nc/tauZX/3UvT32+Sw4aZGSuY0plhR+dWWRHSzkPPvEagVia3/tWPy8NLhFPZfnm4XH+6rnzHB5e4leDXn51cYm+8QB940FuqrWhUqpoKjezsaaMMmNxTBKKZZFtTQ4ODExjNWg4eGqW7hUBuGOjAXzxDDqlgpSQx+My8537t6BUKnhobzND3hh1DhMalQJBEDk+FlizVpWOv7PViV5T7NMoFEQuLES5tcFOmVFDq9vEXesr16yB7xbkwOG3QGl8Dy7JK1/N0Ola8WZBzLYmB7F0nq2NDs7NhskKYlFGdXsDLqsBs04tNRbCpQDpwMC09OexsQAnp5ZZjGaIZ0WyAuxpc6JUKlCtzEH74zkqbTpCqQyhRBZvNLVm7PH+nQ3saXNT7zCyud5O74if3hW5aqVSQZlJx4nJEMFEhgIFBFHEqFXRUG5iPpIkI4g8++osZr2GZ16d456t9bw+F+XRT2/l/Ruq6GlzvasyQTIy73X2dzVwfCzAxpoyfvLGAgUFPPPqDF/8wRnOzS/z8sUlLswv449neOHsIi1OMwdPzVBjN5LOCnR7yrm5zs77Oivo9lya0Dg5GWJnSznHRosy0YFYhh0t5bT+f+y9d3Sk9Xn3/Znee9GojXpZbS/aqi2AqQHbMXjNYohxTLAfO3HeJI/zhDg8hMfx6+Q45U2c+LWDY+yAwYDBYMA0e/tKWmkbu+q9jkYzo9H0fs+8f4xmWC3gcPJiQzbzOYezh0UaRtKt333d1/W9vl+7lv75AK5QgvWVBqRSMUa1ku/es40LcyF21Jl4+dICaSGHTiXDqlOwxWl8x3P1B53TmNUynr/gYnutkW+8MsSd22tIZHLFQsWqU3wo7g3vldKo4j1wZUvrvY4gLh9ZAO86vnivH/d+UYivLowILn8PW5xGHuueRi2XIBaLizaqv+p9F1p8h9qrOTMdoG8+wLQ/xoYqIxUGFW8MLqKUiWiy66izaovCosJIBFg18rjyvSilIqb9caxaJTvqTHzlJxfZ12zl9f5FWso0pLMiFFIR5QYViXQWjUyCRSdnY7VplVV1qVgoUeK/LoVVzfMzAUKJFDqFDJVMwit9C2QyAnEhR71Nw3UtDk6Ne/n8/nq0CjkGlZSnemdXuU0WKIxHB1xBOpqsBOMZdjda+e7RMULxNH0LIXbWmtndZKN73EdbhYH2WhNfe2kAg0rGuC/Klmpj0Ur/nWyljw55ePrMDO21ZsY8ET7VXk3X+FLxtQoutAUjqnt21iCViH8j4+6SxuHXSOFGG4ql2NdiL14Y76WguLwouHwN6PIL+HLXReB98zR/t4Lk5KiXk2M+dtXnUyIvX49cDCYYcodpsmuQSyWr9AtX7ioXNA5CNsd8ILbK96DwsUI2x7Q/xoQ3jFWrpK1cXxyBnBrz8YvBRa5pseOPpag0qtnbbKNzLB95++TpaQ62O/lxzzRrK42U65U8fnqKZruWNwYXWePQMRdI8Be3rOHZ8y6cJjV7mqz0TJZSKUuUuNq48ryNpzI8c3aW2eUYg64Iailsdlr43L76op20Q6/kjYFFbt9SQc9UkLUV+rdpso4OeTg26sWmUXD//vpibsXXXhrgtzdX8pNz8zhNaowrgVeVRjVCNsfPL7lQyyXsbcq72Basp698/cvFm+srdXzztRE6Gi2cnQlg1ii4ptWOL5zk1b6F4vrn2grD28Tpv47zrKRxeJ+4fF5/edspkxGY8EVZDCZW3Ygvb9X3TPrf5qr46KlJDCopXeNLPPxiP8F4mh92Tq36uMJqopDNsaFSz8lRL1ucxv/f77tn0o9GIeWhF/o4Oeor6i6G3BGqzRp+MbiIXiVbNSYYcodxmvMxsZe39BOpDA+90IdGLuYHndMcGV7kx70zzPijDLnzCZM6pYSTo14eOT5ORsiyu9HKrgYLNWY117SU0VauLzoyPtY9zbPn5hCJ4MneGXKIil+HkM1xctTHwW1V9Ewu8dBta6m3apBLxVzbWsasP87HN1aRQ8zHN1Xy/AUXd++sYX2VgX61a0EAACAASURBVGiylEpZosTVyOWrmrsbrcilEvY0WHEFEqhlEBfAppfT0WSlXK8kEMsAIg7tqOHpsy484TizK26wkD9rTox4+fklF8uRJNlctniGK+VSHv7YOp49N4dVKyebyxFOZHDolQjZHAuhBHUWDU1len4xuMi0P4Y7lAAovsbl73tXgwWJWMTj3bPEU1l+3DuLRi6FHMUHxtu3VPL8+XkOtVe/47j7w8RVfbq+kzXyuwlQCv/92LCXw0MeHj05WfyBtdeaODriZVe9hSF3uHhhFG74hdnYFqeRR09NolVIePTUJCdHfajl0mIQU1uFgQlPhEa7lkdPTRZv2gBD7hBmzVsCnXMzgff89VxeoDzWPY1BJeXRU5NscRqLYsYhd7h4Ie5tsjDiDvHJrVU83j1NKpP/nuxutHLv7nwU7aH2ak6MeIt7yj/snKK91sw/HR6jya5FBNg0cn4x6OGOreXYtHIceiWv9btxGJQ81j1dLF4KYkqJWESdVU04IXDPzhpu31JFLgf/cHAjVUYVqUyWP//pJSa8YTKZLF0Ty8W2HeSNmmotGg7tqOH+/fUc2u6k0a7jwVvbCMXT7GqwlPwXSpT4b8KuBgvhhMBNbeXkRCJay7RIxYWUyyk2Vel5pc/F8REv+5tszAcS+CPpVQ9+84EYaoWElJBDlINpf6zYHZBKxNy41kE0KTDrj7FnpbMgEYsQkWNNhZ7lSAp/NIU/nMSmVfLypQWUsvz5f/m9puCa2zvtJ5MTsGkVqOUSfrejtviAdXYmwB9d38LF+VCxSGqvNf2nHiR/3VzVo4oTI17mAzEqjWokYtGqEKYr50eFccEPTk2STAtIxSIay/TcuztvPKSRi3n6zBzXtzkoMyiLo4QrxwwGlZQnTs9waEcNJ0d9GNVSHHolErG42NoH0CslPNk7x01rHUCOGX+MPleIG9vKkIjF77rmqFfJ6Br30erQY9UpiorcgkXyvbtreKx7uhjyUnBga7RrkUslxZn/FqeRH3ROsxhK0GjXUmddvYfcOeZj0hfh1NgSexotOPRKnuiZ4UsHGoim8r8QL110YdXIGHBH+JMbWuga97FjJdf+wVvbODcTWDV2KaxWFUY1hRZeKpPlF4NuFFIJy9EkQ+4wtRYNHc02wvEMs8v5NdBoMvOBO62VKFHiw8N3jo4TT2eQiES4ggmubbHz+OkpyMGoJ8LHN1UyvRRFp5LhMChQyWR84UADwGXnT94eus6qoXtyCatWyf373hpZ/OWLA7SUaUlmcqsSejdXG7j733pocWgAMVKxiO21Jn52cYE/vr4ZfzRdHDNkhCxfe2mAj2+u4jvHxvjytY1EU9m3eT9cmcL7WPc0uxssRe3F+01pVPEuZLM5+uYCpDICvnBy1Tz/8pZVKiNwfNjDda1lJDMCoWQajTzvLLbFaSSUELi+rQyg+Drw1gbFhko9F+eCuINJrm8rYzma4u4d1YQT+XaZVadALhWzt9mWT1ycWmZ9pZ75QJzX+t1MLcXQKiS4QwneGHCjV8neVrXmRYU+dq+YLBWKICGbY9IXo9WhQymX8tk9dfjCSS7OBckIWXKIODWe91YoaDHOzQRodehosmsIxd6+DrTFaeTiXBCTSsobA4sA/PH1zfRM5Tshuxos3NDmoHc6QEejla5xH/fszCdQ3rSuvLjqdHko1LmZwKpuStf4EsdGPDxzdgabVk4kkWbSF6XKrMaqk/Ps2VkWQzFsWjlP986UwqVKlCixint316BVSLlrRxWLoTgnx7zIJGKml2Nc02pnaDHErkYrN7Q50Cpk3L2jmqNDHr59ZJTDgx76XSEkYjH7WuxM+GKIRSIMKmnx3nBuJrByTidYW6EvPgwNuUP86PQMn95RTe9UgHQ2y8c3VdAztcw/fmoTwXgGeGvMcG4mwF07nFyYXeZf7tpCNJVdtYVRyN64OBfk1NgS0/4YP+ycYleDlc7xpQ/d2XdVFw67GixEUwIapYyTY77i3xeKhEL7p2fSjzuUQKeUMuGLsr7SREejnf6FMLsarPROLTPkDjEfiOMKxBhyh4qvVWgpPdk7S5VJyRM905jUMvpdIf69ewa1XALkVqW19Uz6uWdnDQ69kl8MuvnE5grKdAr2NdkJxjO0OnT8uCdfaV4+25KuBDN1ji+xudpw2VeaK/5TeP0BV4h4Os3XXh5kMRhnbinOpdl8Fds1vsSEL8qAK0SFUY1ILF7lO1HoDLRVGBjxRDCqZQwvRvBH04jIFYsaiRg+tqmCtJDjnhVLaCGbZT4Q4+Sor/iLUPjFELK5YtGVEbL0zeVNm9rKDKgVcurtOva32JGJRbiCST67p55EOodaIV+1BlqiRIkS8JbPwz+8MUaZTsngQpDN1UY+tdXJDW1lfOvOzSTSAltr8uflmekAx0e9nBr18XevDxGMp3ilb4Hjwx7u3lHN/mZ7UfxYGEdXGlVY1DJSGYFUJn+D372ysvlq/yJ7Gyw4dEq+c3yCB29tQ6uSF8cMR4Y8XFgxlwrG8/qrjJDl5YsuTq10qwvr+idGPYy4Q7w+4C5q6nzhJJ/dUwfwofIBumpP4stv0LGUQJ1VA+Sfco+PePGEE3RP+IuR0JVGNcFYGp1SSotDRzIj8Be3tOILJ3n50gJba/IeB8FYGrlEwgPPvcm3j4ySSOUry0Pt1fz0/Dxf2N/I02fmUMvFXJwLMO6NwIrwD94SVPZOLXN4yMNtGyr5zvFJPr3DmR9j5PIlQLVZgze8uhNQ2MrY3WDhyd7ZovAxlckBIoQsRa1DNpdj2B1BELIIuRzL8RRrK/XFp/0JbxhvOMErfS40cjEnR32kMlkOD3n43vFJFFIxl+YCKGUSDEoZLWU6BlxB5FIxD71wiW01JiRiMU6zhrUVenqnltGrZLzW70bIwoArxNNnZogk03z/1BQPvdCHXiUrxsz2TPrRKGUshhK0VuiQiOGu7VVoFVLu3O7kW3duwhNO8PDH1vKFAw0lG+gSJUq8Kw/c3EqOHPub7dy3t54vXtvIgdYyLs7n03v/5JmL2LVyXulbIBJPo5FL2FZjomt8iVaHDr1azsX5EHubbcil4qKvglQiRi6VoFPLefbcHJO+CNNLEbzhJHKphD+6voUyo4rlWIovHWjgse5pEqkMJ0a8fP/kFBdmlxnxBHn89GxxDf0PfnyBapOaXwwushxNscVpJJ7KMOqJoFZKqTapGVgI0dFoZdQTLp6XHyaR5FVbOFx+g15bocdp1hRzFBCJyAFD7jAmjZxzMwH2NttYV2VEIs7PxnY1WHn89Cyv9S+wq87Es2dnuW9vHeuqjJye8OEKJBhbjPCDzmk6x3ycnw3y5WsbefbcHNe22okkBXbWmYkkBF6+6GJ0Mci/nZhgi9NY1EN8qr2aly+5+PK1jTzZO8t8IIZBLWPYHWZ/c/6iudwYJC80tBZjqQvCx8PDHhrtGoYXwyhlEh7vnqa5TItYBOsqDaSEHL+1vpyBhTAbKvNzLKtWCTkIxNNMLkVZW6Fn1BNBoxAzsxyje8JPOJFmXaWh6CKpU0p5tW+BPQ1WfnJ2rqgUtuoUAHSN+/jYxnJ+cnaWOquK7bUm+l1Bstksuxos/Oj0NBfngiRSGbY4jQwshNhZb+HwsBeHXsk3Xxvhc3vrOdBahlYl5/f2lQqGEiVK/MdoVXI+tqmKA61lRWF2IpXh3LSfv31tiPv31vOziwusrdDTWmEgnctRblTx8EfbSGZyVBlVxU5oKpPl2PBbgsTtdWYiiQy76i0cG/Fi1coZckfY1WAhFE9z/74Gvvbx9ZydCbC91sTDL/ZzdHgRTyQOOUikczStCOKnfBGcRiWnp/x89ZY1bK8z88POKZ7qnSEjZJn1x7im1caNax24Q4ligueVY98PmqtWHHm5j0BBRFjwXrg8TrkgQrnyz8e6p5GJRXROLGFUyblxrQOAYXeYRruaYVeYuVCCG1bEkqdGveQQoZaLmfHH6Gi0MeoJsxCM4wunGFkMc2h7NSkhV2w9rfZEyLfyxzwRPr3DycX50Nv8Ia7MwIjEU3zjlaGif3u9VUPXxBL1Vg3hRAa1XEL/fIjr1zpWiqH8zVurkLCzzsrhYQ+tZVpiaYGWMj2DCyHEYhEtZVpcgTgX54OIELGuUo/TrEYiFheFRIX3WDB/Kmw//N6/92LTKVgMJig3qjm4rZrT4z5yiJj2R+lotOIO5feUDSopneNLHGqv5huvDHFwW9XbBEMlSpQo8V4obJftbrDgj6Z5tW+BcCKDN5JAIZVwz84aJGIxr/QtYNfJUclkrK/KjzAKQvSCKHzSF2P/ih6tYFYnEYuIpwSeOz/HugoD9+2tK57d+Y5vltf7F1HIxAiCwKWFMPfvrWV+OUmLQ4dNp+Dx7mnWVRpxmtXsarDw6KlJlDIJz5+bI5HJcmObg2115lVnfuF+daVY/v2gJI68goI4D/Jixg2Ver5zdJyToz52NVhorzUVhY+9U8tM+2P0Ti0XhYOH2qs5NuqjyaZBLBbhjSR49twcSSHDtD/O1noL9+6pQy4V0zXuo6PJytoKPbFUlhqzmkFXkCa7lj0NVlRyMQe3VXF0xMuOFXEm5EOiCgpdm07B4SEPe5psnJ8NrvoaTo56+fbhMU6O+lZdUD86PUNbhYFnz7rY1WBlzBNhV72FQDxDo11LLCWwvtqIN5IX9nSNLxGMpliKJHni9DRt5bqVSFojp8a9TPgiSESwv8VOIpPlM7vrqLVomPHHgfyWh0ou5dM7nHzjlSGUUvj6zwdRy6X0Ti0jlYg51O7k4mwAp0XF2nIt/3JklG21Rs7O+LljSwXdE/luyfY6c3Hmp1XJefhj64imsh+airpEiRL/tbhcAyZkc3yqvZpgIo1eKaPWqsEbSSKXirl5XTnxdI62Cn2xY9o1vsSJES+pTJZgPE2dVQ28JeCeD8SQiEWo5BKqTCr0Kilfe2mAaX+Mk2M+jo16efrsHEuxBK5gnK6JZdaUaXn2nIt9LXYkYjHBeIaHbluL06wmlRF48PlLbK0xE0tm2N9ip9qsorVct+prKvz/p5aibxPLf5Bc1R2HQvXpDSd5rHua1jIdSSHHta12+l1BKo2qlZsi6JQSHHolh4c8eeOhqWW2Og1868gEh9qdyKV5DcGoJ8K9u1dbgsJbroyFtZvWcj1iEcRSQvGJ+o6tVZyZXi7+e6tDi1QqpcqoYsAVRK2QEo5nEK+s8Dx7dpZrW+08fWaOUCKFQSXn0ztqaK818ZcvDiCXiBABiUyWGrOG/S35MYZaLmHSF2VXvYURd5icCH53T746HvNEeOHCHLdtqGA+mMCqVdBWrqdvPsBSOIVJK0MhlRQ7CqlMFncojkOvYtSTF4s+eXqanfUWnr8wz4FmG9P+GPub7exttnFixMu4N8KR4UXaayzsqLfwwHMX+fy+Bi7MLvPwx9aVRI4lSpT4tVBYjy84Ll7pclsYV19+dhcsp+VSMb1Ty9y+pQq5NH9GCdkcc4E4kUSGe3fX0D2xRN9ciNlAjNu3VPLs2XmqzSpAhDecoG8hhFktp0yvYGQxwn0d+YfLYXeYz+yuLcZ5Hx5aRCWT4I+mePDWNr5/aorFQJxpf4wvX9dIz1R+623AFUKjkHB4eJGPtJZRa9UWYwLeD0odhyvomfSz1Wnk798Y4cJ0AI1CwiVXXnCyxWmk3qrhxKiXJruWXfUmBlwhRtxhdtZbePrMHIfaq3n2nItrWmwsxVLIpRKuaysrCvUK2xRSibjYGeiZ9NM7tczBbVVcmg9ycS7I9lpTPsdhRw1npvO56z86PYNJI6fPFaLKqGJXg4U6q5qfXZhn0hNmR52Jr73Uz6YqA//0yxGEXF7N69DntQSPdU9j08pxh+K8ORdgT4MFsViEP5qmya4jGM9Qa9Uy5olg1Cowr+g4djVYSGay3L6lknhaIJrI4A3GmV2OIRaJiaYFjg576V/Ii3l2N1rZWW9eWSnNsbvBQte4jwdubsUdSvCPn9pErVXL/mZ78ReyYDa1odKAWAzPn5/j83vr+NHpKa5ttX+AV0SJEiWudgpagPZaU/HvhGyWAVeouBHRtbLeWDi7AbRKKcdGvDTY1Ix6IgDMB2JAjhqzuigAd4cSBBJpNlQZePbcPMFECr1KxrpKA0khx23ry9lYZaDCoOaLBxrZ12zjjYFFKowqHuueLr7HjkYrWoWUB25u5bHu/Ph4wB1Cr5bxrSPjyMTw168MopCKGFkMc02zna6J1fk+HyRXbeGwvc7Ms+fm+fimSi7MBZCKxOysN3Og1c65mQDeSJIN1SYkYvhx7yyt5XqaHTpcgTjXt5VxfjbIwW1VDCyEKdcr/8MWekGMCdA5tkQonqLFoS/mwhd8DqQSMS0OHYm0wM2XJTUeGfaiU0kJpdL85Owcf35zK989Mcn2OjOBmMD+JjsOg5r2WhP37KxBo5CxqcrM/75tHacn/dy9o5p+V4hZf5SskCOSyPDpHU6qjCoqjeriL8raCj1SqRSxSIxKIcYVTtA3H8CglhJMpIinMgwvhGmya4G3vBcKrbbCaOGze+q4OB9ic7WBAVeQk6NeMkIWqUTMTWsd+VZguYEHb23jwlyQ27dW440kPzSq4BIlSlx9FB7oCn4LhcTeMW+Yp85M8+2jY0z5Im87h8RiMffsrEWvknNneyU/v+QilckVzfgKAvBKo5pd9XnHymqjmnqrll8MLvLqpQUObqsmnc2xrtKIWZvfIOudWqbBpubfTk7wya2VRZ3aznoLbRUGHj89y+ZqI4eHPJSblCTTAofanZwcX2JjlYGT40s8eGsbiUyOPY3WooHgB81VWzhIJWIevLUNdyjBX9+xluV4mkabjoyQZUOlnjdnAxiVUl7rd9NUpufUqJfhxTBtFQbKDCqEbJanz8xx1/Zq5FLxr2yvJ1IZLs4FWQwm2NVgQSQWU2vR8ML5OeqtGjrHlzg/s8zxES+dYz621ZjyWw2IijOrr96yBrtOxe1bnFzfVsaZqWUOtTvpHl8mmxOYXo6wt8nCuZlAsQBoq9CzHE1RaVLx6IlJzs/6OTbqpW8hgFou5sne2aLdM+SdNIVsXkHcVqFHhJhKo4qb15XjNGvYUG7Aac1vnxRadYUK/ko7567xvEnJ138+SCie5l+OjPGvxybICFk6mqxc22pnZ31eL/LgrW3UWjTFAqZEiRIlfh0U8ifiKYFjw14OtVfT0Wil0aZDL5dj08p59uwcbeXaoi9CIU9nf4uN39vXwDNn59nTaGXYHWJXg6UYLQB5Qf2oJ4JOKWFNhS6vh7BoiGcEvnV4hE9ureS1/gXSmbzYvd8V4vRUgL1NNp45O0/X+BLjnjD/40dnmVqKopSK+LPnLrHGoSOdzlJpUjHmjXCovRoQcfeO/MPmvbvztgKXd1I+SK5ajcPlPHJ8nFA8xYgnysZKI7PLUXY3WHn+wjwf21jB909NsnGl+7CvyY5cKiaVyTIfiBNJpPnc3vpfWTg8cnwcm07Bi2+6+Je7tgDwpSfO0VKmY8oXJZ4SKDcpmV+O01Smx6KWYdQqEJGj0pgX4RSUuUPuMHubLBwZ8nJ81Es6IxBKpGmw62ivNXPPzpqiVXSTXUO/K4RVJ6dzzI/DoGTKF6Fcr0KnlKBXybFo8/HSAHOBOCJyOM2aouhy0BViTYW+mFH/bhsnV252xFMZuiaW2F5r4vHTM3giCaqNan5nVx17m22rNCa/LrvUEiVKlLiczpUQvTFPhEqjmuOjXu7eUcOeRgvfPzXFLwcWkMukOM0q7t1T/44pxFda48NbCcl5rx/Jqq2Lfz0+wYWZZew6BZdcQfbUW1iKpaiz6tjVYMl/rj/GtWvsjCxGODq8SLlBhUohRQSY1DKG3GHu2VnL4EKQC7MBJGIR6yuN6FVSBhbC3LR2ddTB+0VJ4/AuZIQs9VYNF+dDlOnl+KIJ2sp1dE8s8fXfbuPRzin+7KZWEukMuWyOvvkgQjaHkM0y6YvQ4tC9a9FQqG7rrRpeuODit9Y5+NpLA0glYv7xU5sYdIfYUW/lYHs1C8EEFq0chUTElD9GuV5JpTGvrn2yZ5pjwx5OjnlRyyU8cXoGyLGtxkRayKFXyogl09RbtfROLaNTSkAE/kiacr0KmVjM7+6pI5LMsKHSQDSVZtQbIRBPcX4uwI9OT/HmTIByvRKzWsHP3nSRSGWQSyUYtQrcoUTR7KTgzXBqbInDQ4t8/9RUMTSrUDSYNHJGPVEa7DpAxHIsTU6AKV+UYDzBV5+7yLFh74fWLrVEiRJXJ3mnx/w44YULc1g0cr57fJwfdE6zv9mKTiXHrlUgZFnl1ZBIZXjk+DiJVKboRnmlh4yIHK0OHU6zho6Vm3dGyNJWrseoljHgDqKUSeiZ8pPLgUYupmt8iY3VRjbWmOiZ8uOPpbBoFSSFLE6TGqdRRVrIcs/OWlRyCSBiIZgkEE/RO+2nc3wJm1ZWDCn8sJylV3XhkBGyfO/EJMeHvSilYuxaFXsarERTOb5yYzNf/ekA9+yo5oU3XdSYtYjEIvyxFPOBGGOeCA12HRLxuxcNj56aLMapbq8x0TMd4GC7k2PDHv7wqQv8j/0NpAQBlVxKnVWDSi7l1PgSd2ytZtQTpr3WxC8GF6mzaIgmBYwqGf2uALdvqUQsErMcS3HH1qoVJzMlXRP5boDTrOHaFjtSqZhqs5LzswFUcjH/84Zm0jnQqWR8dEMVgXgao0JGKJ7BF82vIh0b8VBnUfOHT11gi9NIlVGFQ68insrw3aNjnBz1YlBJefz0FDIxnJ70cWzEy/Y6SzFxczma4t7dNdSY1RwZ9rDGocMXSWLVKvj710dxmtW8MbhIKJ4uRVyXKFHiN0LhwWZztYHDQx6+ckMz52cC3NhWRqsjLxr/fz61kVAyjVouQaeUFJ10H+uexq6V86UnzhGIJvju0TGODi2SSGXoHPPRXmvCadawrcbIpbkgP7+0wJgnzEM/6+f4aP6Bz6JVkMlk0SjyTrud4z6EjICQzVKuV9LRaGVfk42D26oxaxQYVFKMWgUOgwqJWMS0PwY52FprIJ7O8vsHGthQZUQlk9Hq0K4KZfyguapHFQUzj+fPz1NpUrHGoafRruOZszPEUgIf21jJS5cWaK8x09Fk4eSYj6wAiGBNue4dUyovN5Yya2ScGM3fzDuarPjC+WTHznEvDoMSbzjJI7/TTtf4Er8cWqR/PshNax10Tizx5Wsb8yufNWa+dXiUrU4TepWUqaUYoWiaYDLN+koDrQ4dvxhcpEKnQioTs6Zcj1wqpr3WRPeEP28xrZbSbNOzpdbEFqeR7oklXut3c2d7NafG/PiiCawaJffvryeRyvCHT13gS9c0kUgLbK8z8+ipSVz+GMuJNFKRiKVYis/vredvXhvm7h01nJn2U2PRsrvBTOe4n7UV+uL3JBJP8fWfD2LXKRleDLHVaaZ7col//NQmtCr5+/rzLFGiRIl3o3PMh1IKf/psH1/YV88r/W6+fF0zPZNLRdO9R09NIpdI6Br3sqHayP378kmZJ0e9/LBrio9trOTFiy7WVRgIJ9PEUwJrK43UmNXsbbbxyPFx+l0BRhejqOUS1pUbEEnAqlUAInyRBE6TmqPDXuRSMeVGFRIRWHUK2soNRXGjQSXliZ5Z9jfZODLiodygIBRNY9IqcAUTHNxawdmZIJ/dU1fs8r7fYwr4z99/r9rCoeC4JWSzxFMCT5+d5R8ObuSvXx1hIRjDFUhQYVTyOzvrsOnkPNU7y/VtDtyhOGOeKI32vPviroa3kh/PzQSKvgZmtZxjI16+cmMzF2aDK46SWk6N+5j0RRl1h7ljaxW/f10zAP96fAJvKEEsJXDn9mp+cnaOr9zYzN+8OoxSKqHeruXSfBCtQsLoYphQIkM8mWFzTX5157nzc9RatEB+H9msUWDSyDk/tUw6K6CQSPirT6wvup8V4rcL7/vyavVyB8qeST9ahYS/e32EaDKNWS2nxaHHH0vxwM2tfP3ng7Q6tCxH0hwd9XLbxgrUChnlegV980Fml2M8cHMrl+bDCNksErH41+JwVqJEiRK/ioyQ5fOPnWFzlZFfDnt45He28M3XRqg2qbl7p5O/eXWYVoeOi/MBYkmBO7Y6ua6trOj94FqOcXjIwx9d38izZ10IuRzqldHD7VuqUMmlbKjU87WXBlFKxdj0StZV6otnHuQ1Yv2uEEqpiK7xJeIZgQarFpEYxCIRDXYd5Xolbwy4uX1LJV97eZBmu5YLswHqbRrKjSqqTXltRt4/KB+S+Os6V0uFwxVcbgTyat8CO+stuEMJDrVX8+nvdaOWS2ku1/OR1jKG3CG21ph5+sws16/JR2cPL4ZotGk5MuzhzvZquif86NVyliMpTFo5F2b8OPQqPOEEG6uNZLJwaS7AcizvzKiUimkp1/ORNQ52N1o5OuTh5JiP7bVmjo14uGNrFT85O0erQ8fkUpQynZIWhw53KMFCIMGz52bZVG1iTZmO2WAChUSUN5RKC2ysMhKIZTBrZdi0ecfJg+1Oosm8CDGRyvCDzmlaHTo6mqyrCoYr7UsLIxeFVMKEL0wsmaXGpKK1Qo9cKkHI5jg24uX4sJtoSsCikdNSbmDIFWQ2EKPGrEUqEfFXv72BUDxdEkGWKFHiA6Ngw//Aza082TvLoCtEMiPQPenntg0Ousb9lBmUbKwyoFHI+cKBhuK5OOAK0tFkxR9NA3nzp775AP5YCqtGyTVr7MXtClh9hl4eBZARsvzbiQkWw0lqLWriKYE6q5rXBz04TWrEiDBoZAy4gnxiSzVff7mfj26qIp5II5KImfZFserygVYWrYK9TVacZg2SFWPA97N4KIkjr6CwRghwcFtV0epYKhGzxmGg0a4hnhAQsvlI6GfPztLRaGHME2bCF8GgktEz5WdtpZGeqWVaHDpE5Gir0FFjVnNdaxmjnjDXtNhxMm05xQAAIABJREFU6JVcmltGIRVTppejlUvZUW9lT4PtsnTLfOz1mDfMXTucPNUzi1wqJhBJYdepVtIxxVQa1Wx2mrhvbwORZIYmh45qgxKRSIRNp+Lhj66j1qrldztqcZo17Gm0ctO6ckLxdFE40zu1jC+SYC4QX7Wv3DPpZ8Yf5diIt1hAZIQsybRA31wAs0rOxmoDEqkETyTFlC/CK30LhBIpYukciXSayaU4J0a9LAQTiBAz7o1w64ZyusZ9HxrhTokSJf57olXJeeDmVr7xyhC/vbmcBquGczMB1lfo+cmZeXI5GJ4P8OZckDu2lhd1XQB7mmx0rpyLc4E4M/4ovdN+MkL+nDw+7CGVEVaMoSjewK9MrpRKxHxubz3XtNips2r53N56pv1xynVKTo768EYSdI37+MiaMtJClh/fv4tWh47WCj3+aJLr1tjxR1O0leux6+Rcmg8hZLOldMzfJO21JpZjGarNGjJClod+1k8snWF2OcFGp4GFUILeqWWubytjZimOkIPttSbCCYGORhs1ZjWf3VPHthoT52cC9M3lg50mfDH2NFpRyaVIxGLUChkSkYi55QR3tFcjl0qY8EUwa2R0jS8x7A5TbVIzvRTFG07itGjQKiScmw+ytykfk23SyBlyh9hZbyYtZLmu1c5Pzs1yeMTDQjBOW4UepVzK7kZr8c9zM4HL0imX+OWAm5fedFFlVBGIprg4FyQQTfCdo+PEU8IqH3aA75+a4tU+N8lMlrnlOCdGfaRTGcr1SvoXwth1CoKxNBq5GJCgkYnI5bKUG1U4LSr+5w0tZLKikgiyRIkSHygZIUvnmI//8+IgrkCcP3n6EjmRiLZyHWPeKFvqjMwsRQmnc4RiKe774VkGFkIcH8kXDsvRFK0OPe21JuxaBc+dm6e1TMfAQoj+hRBquYTXB9wML4S5OLPM0SEPJ0a8bKjUc2w4n3NR8OWRSsTsbbYVDf4OtVfTtxDkxnUO4uksZfq8ILLQoe13BemfD+KPphhZjPCRNQ7imXyxoJaJEbK50lbFb4JCFXhuJsCQO0w0meZLT5xnxB1kzBthc4WB5UiaMxNLPHJ8HL1SgkwqYl+zjZ6pZe7dXYNc+tZc6fHTs8wvxxn1hPjDpy6wtcbEGwOLXJxZJp7KICKHTa/kW3duxh1M0OrQFdcRhWwOtVzCT8/Ps7vBxqgnwu921OKPpvmDaxqKCZFPnp5mq9NQ3CGOpvLeDnKpmFwuHwNeuDCvNDpJZbIcGV7k20fGmPZHODriRSwW4TSr+KOn32RkMcipcR/rK43UWbW015roHPORFXLU2zUE4ilyIlDKxASSaeRSMX95WxsahYyUkGVrjQWTWopVr8Jp0fCnN63h+S/tZc1KSlypaChRosQHRWHkqlfJyJJl0hdFKoE+VwC9SsaeRgvbnVaqLBo0MhFjviibnEaGFoKYNXLaa00MuUMYVFIe655m0BWi1qxi0B3mQFPer+HwsIdWh54+V4CLC0GOj+bDrx4/PYsvksAViL2tI1AoZs7PBvmTG1rJCFlqLRoa7VqEbI5Hjo/z/VNTVBpVuAIJzBo5YrGIroklyg0KLswGCcTTDLsjqwz4Pmg+HO/i18Dl+eVNdi2nJ/1IpaCSy9DKJcgUEpbjSc7O+BGJ4Z8Oj5PJZPGF8zqIv3xxgDFPmJOjXk6MeMkIAjVmFZfmQ9zXUct3jo1hVMkY90V5vX+RvrkQjTYNSrmUtRUGdtabi+uIErGIqaUo66sMdK2MTJRyaTERstWh5/xskEM7anj2XD7p8txMgPv21nHX9hr2NtrZ5DQVY1gLM7kjw4s8fWYGTzjO8GIYEIEoRzguUG1UMbUUZWopxqF2JwaVAqtWUXSAPDcTQCmFM9N+mu16PrunLv++ZFL2NtnZXmdGKZfyhQMN/P3BDZyZ9vPJbTXY9Qq+dKC5qJ34MF3MJUqU+O9J1/gSSqmYf++cQsjlaCzTsrHKxCe3OmlxGHj4o+v4wjUNPHDzGnRqBde12ni1z83OOgvrKg2cmwmwrcbEQz/rZ6vTwMxyDF80zfZaC/ftq2N0McwX99dzfNRLS7kBQcgy5olgVsvJ5vKmeuFE5m0dgcujCELxNG0VBvY0mhlwBRlxh3HolUz7osz6Y/zZLS0YVXKmfFG2Ok2oZDI+vb0Gs0ZOW8WvxxzxP8tVe+JfHjwlEcPHNlWwrtyAVAIdTXZ+Z2cNZpWcepuWGV+UTRVGaqwahtwRvvHKEHqFhMe7p/n+qQmmfBFMGjnucJIvf6SJn725wF3ba2i0a6m3avFGktTb854GPZP+YtW6xWmkZ9JPe60Ji0aJTCLiprUOgGLEN1AcNYTiaR68tW2VXkEiFtHi0AE5Oke9bHUaeOiFPiKJNJfmgmSzWURAo01LPJXhs3tqWVelJynk2FVn5uy0n90NFq5vK+P+fW85YG6o1POnz/axrcbEQjBOR5ONSFLgrz6+jgOt9lWCyr99fYzWch0/Oj1NjVnzH1pwlyhRosRvmsmlGBPeEIvBJFKxiM1O09uCCa9rK+Ort7ThCiRpK9ezGEkhZPNCyKfOzHHPzlq+dWQCh05BMi3QYNPwWPc0B9udPHfexd5GKxfnAohEIjZUGTk24mVPg5lhd4jP7K5927l4pWV/e62Jp8/McbDdyZoKPd0TS9y1o5r1VUYuzYc5OuJh2B3kyPAiG6oMbK8zEk8JbKsxfkDf1Xfmqj79C9WeRCzGadbgCSfZWGUiEE/xZO8sa6sMyCQSNjpNiKUiTo35aLJrOdjupGfKj1ktIy3AxfkA4YTA331yA+5gkkqjGncozsZqE1tqTfzBtY0rYVgqNlTq6RxfYleDtZh69vCL/WRzOeptOiRiEY91TxNPpzk5li8cCkrdwlN+4Sn+5KiXJ09P8/SZGZIZAZFYzNNnXZg1cn58Zpad9RYMagWxlMDQQhC7TsmpMT/37KrDaVbzg85JGm0a/s/Lg6QyAl3jS0VDkx+dnuGLBxr55bCHB25ufdfuQc+knyabhtMTfiqNajyhxG/851iiRIkS70ZhfKuXSQnGBaLJNDql9F1zHfa32LhujYNKoxJfJMmr/QuYNHJuWuvg9MQSUomIwcUQ1RY1x0Z97G6w0DO5xI1rHZyeXKbWosakUqBbSbfsmVrm9q3VfO2lAQLRRNGBEnjbudo7tczaCj3d4z46mmzFrvP2OjNCNksuK5DJQo4cJo2cb742wp5GK0/2zv5mvpnvkau6cNhQqeeHnVOkMvkL69B2Z97hUKNkV4MVEGFUyzCqZZAF1YrFaDSZ4QefbUcpl9JgVwMi9EoJl+bDbKgyoFZIeeGCi1QmS1u5lq//fJANlQYEcvkI7RW9wm0by/jfL/QRSQh4I0niqQy7Gizcs7MGlUxGx0oFOuQOYdLIOTnqW3XRDbvD1Nu16FVSVDIZd++oxmlWE01l+PT2GvQqGbVmDXadkmlfjM5xH3adipOjPkwaGVuc+ZCpQCTFkz2zzPqjPNY9jUkjp8WhYyma5Mnf27nKqCmRyvCdo+McHfKQEfIX9Kg3yh1bq1ApJNy53VncWS5RokSJD5qeST9WnYKe2SVcgThDC2HkYgm9U8vv+PFSiZj79taRzoqoMqpRSCX8wxvDbKrWIxKLaLZpMakVtJTp+ItbWoupwB1NNtZXGkhlsnykzU5bhYHzs0Hu2VnDM2dmMKpk3PtoLw69shihXdA4FIobALFYRFuFoRjrXRBIDrvDfHRTFRuqDDx061qWoym+cmMzp8Z8HGqvfsfX+qC4an0cID8OGHIHiaezHNxazYQvnzp2fjZY/Bi9UsLTZ+Yo0yuY8sVoLNPyxWua6BzzoZGL+afDY3Q0Wumd9HOwvZqOJht/8XwfNq0MlVzG2Wk/W50muieXcBhU3NhWxpgnQrVZzTNnZ9ErZcwvx7h2TRn372t4m6dCvyvErnoTPVPLCFlwmlXMB+L83r4GAtEE/9dTb7KlysT9B+rpnVpmxh8lnBCKgsSjQ4ucHPMRjKcRslkMKhkOvYpGu5bBhTBT/ihqmQSRSESFQclndte+zRDqch45Pk4kmSGcSFOmU9JWYWBztYEne2dXhb6UKFGixIeBgm/Nk91TzAQSSMVQZ1Hz4G3risnAv+rzJnwRdtSaefz0NA/c3MoLF1w8eGsbSrm06NGwoVLP46dnyQgCJo2cYCxv45/JCiTSOSr0Ck6OL9FSpiWbg4duW4tSLi36CRVcH9/J86HgRKyUSfi/fz7Ao/duQ6uUF//eqlOsuBKH2NVgfV/9ckoGUO/A0SEPT/RMASI2VZm4Zo2dY8NedEoJ4YTA3Tuq+cYrQxxsd9I56sUTSRJLZXjg5lYe75rl7LSfL17TwHPn52kr1xNOCKyvyt9IHz89SzabY1utke8en+Cu7U48kRTZbJblaIr5QJyddRYePz3N3kYbX7y2cVXRUDBdmlqKYNepuHd3Dd0T+bXNz+yuRSmX8sjxcQZdIbK5HBqFlOvbHCyEElQZVbTXmnise7pYCKUyAoMLISaXImgUcpLpDOurTIjIEU4Iq2yi34nCBdxWruVvXh2m0qheGfPkszFKxk4lSpT4MHJixMuR4UXOTi8zvBBCJRNz7846vnR983vSYiVSGb7w2Fl0SikquYRb1lcUowZOjno5OeYjnMhg1ykY8UTYXG2iya7hmTOz+KIpqkwqYqkMy9E06yr1XNvqYG+zjUQqww87p2i0a5FLJW87fwv3gU1Ver59bBJByMdqCzlosmvZ3WDBG04x6gnTZNdi0ynoHF96X1ffSwZQ70BHk5VN1fm0tBaHdmVPV8ekL4pWKeXJ3lnu2uHMe5l31JHKZNnbZOOPnn6T7skl9GoZz19w8dVb1jCwEMIdinN40M3jp2dZW6FnX4uNN+eC/MtdW5CIxSxHUgTjabQKKcF4mhNjXqrNqmJLqkDPZF6wOLgQpNGmzc+8JpY4OeajxaErPtXfs7OGxjItSqmEg9uqkIhF1JjV7Gqw8IPOaQKxFL//5HnOz/g5OeJjxh8nkhQYWwyhlkmIJDI4zRru21tX3Cd+JwoXsEYu5puvjXD3zho2VhtxmtVUGtUfmt3hEiVKlHgnRIBdp6CtwoBNp2RNlf4931yVcik76sxIJCIWw4lVJnnD7jAKqYSFYIzFUJKOBgutDh1jngh7Gq1c02Sj2a5nQ6WRj24sp0yfP58zQpa/fHGASDLNG4Oe/CjlilXNfOfBwgM/7WdrlZHlWJpxT5gqo6q4yp93i7TwSt8Cx0a8RRPDD5qrtuNQGAVcmgtiVEupMKqRiEXEU2l+MeTlmmYbU74oayr0dDTZioFN33hliF31Fl68OI9OLufmDeWMeiIoZWJevujCoJIhlYj45FYncmn+Byhkc5wY9SBkssSEHOSgTK9gMZhEr5bS0WjlQGvZqvfWM+lni9NYHBs8cmycwcUQoXiG79y9ddVI4J3aW/96bIIjw4uUG5W4lmMk0uAwKqgyqYgns9y8vnyV3fS7fY+ODXt5rHuKvY1Whj0R1lcaiCUzfG5v/YfiAi1RokSJX0XhrE9lBP7plyO0OgyIxfCN2ze+59dIpDI8/GI/rQ49l+aCRJJpPrEln0z8w64pbttQQe+Un1vWVyBkc8wH4kQS6eI5+VY2Uq4YZDXuCfPzPjf3ddSjVUrfNh4uPLCtq9Dx4AsD3LmtGlcogVEpYz4Y44Y2B1trjNz76BmqzEpsWhXXt5W9r93fUsfhCnom/cwF4iik8MzZOVIZgblAnOfPuyjXK3n67CyJTJZBV4ieST8ZIcvF+RB376plLpBgX7MdiUTEqXEvSqmIYyMeblrrwBtOUmvR8Fpf3qFxyhembz7AfCDOJXeYMp0cp1mNP5riz3+rhWtby+hoeuc52+WK2zUVetyBJGsr9EVhzZVkhCxHhzz8xfN9bKjSEU1lOD2+xNYaM9vqjGyqMnJdq4Ovf2L9qpXKd6NrfInvHh8nR47XBhaptWiQSd4S7pQoUaLEh52CS6NcKuG3t1SzEIwjCDki8dR7fg2lXMot6ytQyMSIJSJaHHoOD3qK+UYvX1rgE5srGXKHAJCIeds52e8KcXzUw9RSlAFXkEgyw7rKfJpx4WZfEDcWCo0mu44358J84xMbODWxhFEpo98VZH45zqlxH3/z6jA1ZjXuQBKbTvGh6f5e9R2H75+aYEethWl/lFvWV5DKCIx5IjjNKn56fp5kJscf39BCKF4INsm7NQ65wyikIron/RhUMj69vZone+doLdNybNRLjUXNcjTFQiDJvmYbJo2MpUgKVzDB/iYrZ2eW6Wi00dFkfVu34Hsn8mOBaCpbFDlmhCwnR30MucPcu7tmlTAn748e59J83vZUKRXz3Pk5liIpDAoJlWYN/+vmNf9hAMrliaEgYmAhhEIi4sSoj3t21bKn0fIrhZMlSpQo8WHlxIiX+UCMl950sRBMsqXKwDfv3PyePjeRyvD9k1Mggk9scfDAc/1srDRi1ysIJzJ0NFl54vQMB7dV0TWx/DbNWOeYj0lfhAlvhFhK4O6dNZwYXcKoluLQK5FLJaQyWRZCCcr1SkY9YVRyKVIxVBrV/OzNeeb9cSQSqLFo6Z9fRq9S8MltFbz45iJrK/RsXjEBLIVc/RqRSvJ20Yfaqzk9tcT/uqmFvc02rmtz8PkDjajkMpZjGfRKKT/uyT/hF4ybDKrCWqaAXSNnMZjAF0lx01oHcqmY9hoLexttKGUSbtlQvmLtrGGz08RndtdyZNjD0EKIvvlA0Uuia3yJzjEfXeNLaJVSuiaWUMvFfO/EJCdWvNI7mqxsqHqrii187qArxMlRLzKJCL1cyskxHzkhi1omIpbJ8YX9je/q4FhY4UmkMnzvxCRHhj0cH8kLfgwqKVnge/e2c11b2SoPiRIlSpT4r8SuBgtOswaRSEQynWFwMcQvB9x89+hYccX9nUikMtz/WC8vX3LhCsR44Ll+DCoZ/niSfleI27dW8MTpGb5yYzM9U8t0NOW7B13jSyuuwvm19UqjCqtGwTUtNk6O+rizvZJwIgOIVnKIwmSzWV7td7O91kQkkcGhVwIgyomIpTIoZFKEbBa7XoVJI+P4qJ8DrXYUUvE76iQ+KK7qO0TPpB9/LM0Na8u5NB8utokSqQyv9rtpsqkZXoxwTYudXQ0Wnuqd5aMbK/nnI2PsbbIgk4gY9kSoMOSjqzuarERTAvtabKjkUh78rTZOjHrZXK3n1b4FNlcbWI6mqDGpseoUTPujpDLZosFTwXq0xqzm4DYnsVQWnVLCtD/Go6cm6RpfWpWAtr3OjGs5zukpP1aNAplEzGIkQb1NQ7VFTSYn4tpmG0PuEN8+vPqXIyNkeb3Pzcf/+QTffH2I//foBPOBGBfnAhhVeQ8Jp1lTCqcqUaLEVcVd22vQKmVsqjbxzJlZhhfD/KDzrfFvYeT7z78c4dtHxnj05CTpTA5/JMnFuSAHmq3EU1mSqRyHdtTwt6+PYdUp+HHvPPfsrKFr3EcqI3B4yMPhYQ9d40tIJWLkUglGrYKeqWX0ajnPnJ2no8mGRCxiOZri3t01xFICh7Y7i10LiThfENy4zsGaCj2H2qt56La1bKoyYtYouLHNQY1ZzWd2136oQq6u2lEFvNWaj6cyPNk7wxf313N2JsSEJ0xSEJj0xdjfZEOrlPL5A40kUpniiuPF+RBbnEZOjfl4fcDNDW0O9rfYAYqjh0dPTf5/7d15dNT1ufjx9yyZJDOTyUpWsq/sgoAGA7GgdQEucvhVKlqO4lKktb979f5q6bUaq21t67nYliNXRKHKFa225cKvWFFADGtYpICBkJVAFpKZrDPJZDLL/WOYkZCAkxoyQ3xe58whZ75fvj5OPsw88/k+n+dDvCGEN/dWs+yWdBo7rDx0Szq7y5rYePAshdmjCFIrMVvt5MYbUCkVTEuL5EBVC6UN7eTGGQAXn5y6wHduHE1JTVufKTC7w8n33z7M5NERfHK6iX+9LYepqRG8daCWD0/WowTaunvRBauJ0gUzMyuG79+aBcCO0gs8/ed/0GntBSdE6oOYmByJNkhFXkI4y2/NHNLXWggh/MnTe2fTofPcPiYOlVLB8XOtnGhoJyJEwwv3jEetUrL2syp2lDZiNPeQFBHKjKwYzrZY6LDauWfSaM62dJEdq0OldH+hOnm+nSazFbPNTpBSyZKbUjlQaeRCp7uL7rdy47zLLzfsO0tGjJYqYxcP3PRlz6BpaZEcrW1jSkoEh2pa+aK+g4LsGFottosrJ/r2dbi0cB7oc7t7KEkfh6tY+ed/4HLBqYYObkyLpMbYRZXRzNxx8bRZ7fzb7Vn89fOGKzY4uryJh4cn0fjOjUm8f8SdjR6qaWX3mSZSo3VYehyAu8mU53aGw+liU0ktaiX0OFxEaYP4ztQU/rDzDLNzY0mO0qJRq5ieHuVeDtTQwRt7q3n5/0yktLHTO0Pw4fF6/vPjMmL1GuLCteiCVVh6nKjVCn58RzbL/niEdouNhnYrapWSwuwYDNog0mPCvDUUQggxUtgdTp77n5NMSY1k24kGfr1oPP/+pxN0dtuYnBbN4RoThTlxFJ+5wLnWbjRqBQkRWh4vzMThhE2Harlv2miSo/XsKW+mIHvUxb4/aj451Uh4aBAulwJ9sIqfzRvr7Uzp6aS7fm81MzKjvbUNSRdX8oWHqtl44CwTksJJjtJ5nxuoJ4Pns8bY2eNNKDz7Hw11DwfwQ+JQUVHBs88+y65du7Db7cyePZtf/vKXZGYO7pvstUwcvMsrMyPZdvwCeQkGYvQa/v5FA1G6YNQKJQatmoomM+GhGrQaFb9YOKHP8hr4MlscaDnN5Zlg8ZlmaoxmShs6+I+7x/D5uXbvEp38zGj2V5qoMZrZcbqJtBgtmRc31sqO1VFS08rYhHAidRrM1l5y4w28e+gsGrWSTquDf52TRUlNKw/dks664mrONHZiCFUTFarhf47XEa0LQheq5pzJyuy8Uew63US8IZQbUyLQaNQsuyVNEgYhxIhltdl5/L+PMiY+jH2VJsbE6ylvstBi6SHeEMShsx2EqpXEh2sIVgeRGx9GWoyek/VthIcEUXah8+LMbiSbDp0jI0ZHY4eVVosNhQscuJfbB6mUPFSQ7n0/3VdhxBAaxN7yZhxOCAlSsru8mfunp1JltKALVnHWZKEwx31b/EozCJd2kowJC/bennijuAp9SBApUdqrdsMcrGEtjty+fTuTJ09Gq9VSVlZGTU0NBoOBKVOmcPDgwX/mktfEC387RWO7ld1nTDyQn8ZjszJIi9Hz++9ORqdRkxKtpc1ix9zTS7XRglat9NYXlFS3UNfWxfm2bo7WtnlnGorPNHsLYjzFi5cWrORnRmO1O7n/5jQ2HTpHTFgwGrXS24ApPzOazNgw/uuBG5mTF09aTBg/mzcWqx2mpkazvbSBXacb0WpUqJQKJiZFEqkN5sbkSPZWmtBqVOwpbyYvPoysOD2xYSGUXmhnckokTZZejB027p2STHuXnYVTknn67jFMz4xhxbeyJGkQQoxoapWSaWlRdPU6uDVrFA6ngltzR/H/7hjDyQYLIWoFDhd0WB0khIfS63Bxsq6NsQnhnG7sJD8jipN1Hby47TTBaiUqpftLW6ROw8SUSEI1ampMXZxq7OQH7xz11pVNT4/ybptdkB3NOyW1xBs0bD5Wx7hEA4nhoZh7HExODr/ihoKe+GdkxZCfGe1NGtQqJVmxevZWNGOzO4b7JR3QoBOHyspKFi1aRFZWFmvXrsVgMKDT6VizZg3x8fHMnz8fk8l0LWIdtOQILT0OB8nhWuDLrbbfP1LHfTelMi4xnOAgBY8WZHL3+AQK82K995Smp0cRbwiho8vm3vHy4ooITzLhyRgvLVjxJBPfuzmVju5e7puWzJ7yZqakfLklqmdghGjUzMwZxcycUYRo1DwyM53iimYitRpau+2UNnQwOTmcCaPDiQsLIVIfBC4FNruLVZ+cobKpE6fTPVm0YFISJksPD96cyrS0KJosPcyblMhjszL6bNEthBAjWUl1C4U5MfT0Oog2aFCp4Ft5sehD1LzwLxPQhgRxw2gDjxVmkxQZSmu3jfjwUCaOjuDfbs+l16ngXEsXo/RBHKhyfyFU4EJx8fqebr7tVhsLJiV6e+5c+oF/sLqFXy4cT2O7DX2wmsnJ4VQZzczK9m2Xy4FmssubLGTHhVHeZLkmr9tgDfpWxYIFC9iyZQtr167l0Ucf7XNs1apVPPnkkzz88MOsW7fOp+tdy1sVnhqE7Fg9ceGhtFrcDUE894vy4g3e6aCBunF51gW3mHuJ1GtIMIRc7D7pYMfpC8zJi0WjVnlvQ5RUt2AIDWJ/pZGHbkn3zkhc6fqX21F6gfePnCMsRMWDM9LZV2liRmY0Gw+cZUxCOOYeO4dqTMSGBfN5bTuGECWjo3SMiTfw8MwMb48GlVI55Ot9hRAi0H3Z+8bJ7jPN2J1Oeh0uiuaP5e0DZ4k3hLC30sSd4+JRKRU4nC4aO7pJitB638M9G1rlxYehUiouLqc3eusL3D13mimt72RsoqFfh15PDCfOt5EcpaWurZvv3ZzK2wfOeuvoPJ9NA9XVDbQx1uU9fobKsNQ4VFdXk5GRAUBVVRXp6el9jpeWljJu3DiCg4Opq6sjOvqrt18ejuLIS39JgPdntUrprWA9VNOKw+kCXN4P3j3lRvZUGIkIDSImTENShPv+0tMf/IOyhnbUahU3JEeQGRtGapSWiUkG/u97x/j+rAz+cd693eqltRGXVsweqGrpNxAuP36yro1aUxfjkgycbuzkgZtTqWvtZtPBWiL0Qeg0asoaO1lemMmcsfHX5LUTQojrjdVm59ktX9DeZaMgK4a0GD0Op5O/nagnRK3C5nDys7ljvaservRF69JW0oC3nXRMWDC7y5rRh6jdtygSDN7jnmtG3UAfAAAPz0lEQVRZbXbe3FsDLlhWkOb9vPGsyEuK+HIn5EtnGewOZ5+k4krF+UNhWGoctm3bBoBOp+uXNADk5uYSEhJCT08PmzdvHsylr6mjtW0UZI/iaG0bR2vbyM+M8U4xzciK8a6EKC5v4rPyZu8GJyqlgqxYHWMSwui02pmWFglASkQouuAg94ZTGdG0mXswW3v54TufkzlKxy/+dgqN2r0f/KX3svaUG9lxqpFnN5/kvUNnsfTY+uzb7u637uRQTSunGzvpdTpptdr42/FGvpUbS4ullypjF3PGxTM1NQqH08U9k5PQqFX+eWGFECLA2B1O/rivBp1GRZwhmC8aOnE4ncSFh6JSqqhuttBjd/KLbac439YN0GfnYk+/n0uf31NhZOfpC2w6eBab3UGrxUZ2rJ59Fc1c6LDyWXkzfzpcS7XRzPq91Vhtdo7WtqFUKEiODuWF/1/q7dPjaTVdY+oiOzasX73cpZ9XQL9b4oFgUInDRx99BEBycvKAx1UqFUlJSQCUlJR8zdC+Ps8gmJhk8NYauJc5GplxcVrKIzVah7nHTpRWQ3qMuybC04lMo1b1+UU+PCuDW/Ni+cXCCYRq1Bi0GtYVV6MNVrHtRCPReg37K92FLPsqjJi7bbz+WSUn69owWWxUmixEaTUUlxv5zo0XX6/qFmpbLPzp8DmqjWacLhfBKjWRIRqmpUeyq6wJgJnZ0ZitdpIitNwxLp6UKJ13OZAQQnzTlVS3EBaiRgHYHPDAzanu3YstNv7921moVEqUSgWzcmKobOq82IIf7+aBn5xqZE+50Xs9h9OJ3eHg2LlWkqNCeevAWcxWO9tLG7kxJRJrr4MorYYbU6P489HzKFBQtLWU0CAl1c1misuNLJ7m/sz03C6PCw9BqVDQ2NHN/kpTn+TA8/OUlAj2VbjjCLSOvoOKpKqqCoDRo0df8RzP7YnTp08PeLyhoYGjR496H8eOHQPg2LFjfZ5vaGgYTGj9WG12frb5BJVNHWw8eM77wa9WKXnolnTau+3eDC4/Mxprr4Ol+WlMSo4kPUbvnW66vMIV3BuiPDorkxCNe8czs7WXuycmYLE5mJ0Xi1qpJCFCS0WTmUidhl99eJqkiFCUSiUhQWrmTUigrt3KzOwY3j1UB8CUlAhO1HUwPS2S0oZOCnNiuCElgp/fM562rl7um54CQHu3nUdmpqNRKy9m0IqAGlBCCOFPU1Ii6LTamZUziqL5YzF2Wimtb2dikoGXt1cQodMQERpErambzNgwb6OnkuoWmi09tFl6KW3o8M48OJxQ2tDJ/AmJ7iXz8WH858dlxOiC2Fdl4nv5aUxKjqCiqZPUaC0ffdHAuIQwVu+qoCAnhowYPeYeh3fGelpaJK0WG3nxYd6yy0tXWnh+Plrb1m/VXqAYVI1DXFwcTU1NLFy4kL/85S8DnjNr1iyKi4uZMGECx48f73e8qKiI559//iv/W8899xxFRUW+htbP659V0tHVS6XRzL1T3VtgX63z1kCVrL66tDbBXSvhLlD09H+YmGRg06Fzfeoqum0O9leZLm65Hcu+i3tH7Ks0XbE24tLYvk68QggxUl1eE/D6Z5UkRYSyt8JIbnwY+yqNTEyKZFlBWr/3WU8RYl58GHHhIbRabBw/346lx0azuZdn7s7jxW2nyY7VU95k5pm78zhe18H09Cj2lDez+4yRaJ2GSckRTE4O977vD1Sr8FXv4cPxHj8sxZFBQUHY7Xbuv/9+Nm7cOOA5BQUF7N27l+zsbM6cOdPveENDQ5/ZBLPZTGFhIbt370av13ufT0hIICEhwef/kctZbXb+uK+G3PgwCrJHBdyH6+WDQhIBIYT4+i5/L710K4GvKoYc6BqXFyte6b06EBKBwRqWxEGn09HV1XXVxOGmm26ipKSE6dOn+9QMajhWVQghhBCir2FZVeGpX+ju7r7iOe3t7owuJmZol40IIYQQwv8GlTiMGTMGgAsXLlzxHE/XyIGWawohhBDi+jaoxKGgoABwN4IaiMViwWh0Lx+5/fbbv2ZoQgghhAg0g0ocFi1aBEB9fT2NjY39jp84cQIAjUbD7NmzhyA8IYQQQgSSQSUOY8eO5a677gLgww8/7Hd8x44dACxdupSwsLAhCE8IIYQQgWTQm1ydOXOGG264gUmTJrF//37v811dXYwfP56Ojg6++OIL4uLifLqerKoQQgghht+wrKoAyMnJYf369Rw+fJinn36anp4eGhoauPfee2lra2PLli0+Jw1CCCGEuL78U10oFi9ezKeffsqRI0dITEwkPz+ftLQ0SktLmTFjxlDHKIQQQogA8U+3r7rlllv45JNPMJlM1NTUsHr1auLjA2dr54aGBoqKir72nhdi5JOxInwlY0X4aiSPlcDoe3kNNDQ08Pzzz4/IX5oYWjJWhK9krAhfjeSxMmITByGEEEIMPUkchBBCCOEztb8D8KwG7ejoGNLrms1m759DfW0xsshYEb6SsSJ8dT2MFU9cg+zKMPg+DkPt/PnzJCcn+zMEIYQQ4hvr3LlzjB492ufz/Z44OJ1O6uvrCQsLQ6FQDNl1jx07RmFhIbt37+aGG24YsuuKkUfGivCVjBXhq+thrLhcLjo7O0lMTESp9L1ywe+3KpRK5aAyHV/p9Xrvn9KRUlyNjBXhKxkrwlfXy1gJDw8f9N+R4kghhBBC+EwSByGEEEL4TFVUVFTk7yCuFb1ez6233io7dYqvJGNF+ErGivDVSB0rfi+OFEIIIcT1Q25VCCGEEMJnkjgIIYQQwmeSOAghhBDCZ5I4CCGEEMJnIy5xqKioYMmSJSQkJDBq1CgWL15MZWWlv8MSAejkyZN897vfJS4ujuDgYDIyMnjiiSdG5Da4Ymj96le/QqFQsGHDBn+HIgKYzWbjnXfe4b777mP27Nk8+OCDfPTRR/4O62sbUYnD9u3bmTx5MlqtlrKyMmpqajAYDEyZMoWDBw/6OzwRQP7+978zbdo03nvvPZqamrDZbFRXV7N69WomTZrE559/7u8QRYA6duwYI3gVuxgiH3/8MXl5eaxatYoVK1awc+dONmzYwB133OHv0L62EZM4VFZWsmjRIrKysli7di0GgwGdTseaNWuIj49n/vz5mEwmf4cpAoDJZGLJkiVMmzaNzZs3U1ZWxqeffsrcuXMBaG5uZsGCBXR1dfk5UhForFYrDzzwAL29vf4ORQSwl156iTvuuIM5c+awb98+Zs6c6e+QhtSISRyefPJJzGYzK1as6LNZh1qtZvny5TQ3N/P000/7MUIRKNatW8e8efPYvXs3CxYsICcnh8LCQrZu3cqSJUsA925xmzZt8nOkItCsXLmS7OxsUlJS/B2KCFC/+c1vWLlyJUuXLuX1118nKCjI3yENuRGROFRXV7NlyxYAbrvttn7HPVNDGzdulFkHwaFDh1izZk2/3VgVCgWrVq1CrXbv/Xb06FF/hCcC1M6dO3nvvfd4/fXX/R2KCFDvv/8+P/nJTxgzZgyvvfaav8O5ZkZE4rBt2zYAdDod6enp/Y7n5uYSEhJCT08PmzdvHu7wRIB56aWX0Ol0Ax6LjY1l3LhxAISEhAxnWCKAtbW18dBDD7Fu3TpiYmL8HY4IQK2trTz++OO4XC5eeeUVgoOD/R3SNTMiEgdPlWpycvKAx1UqFUlJSQCUlJQMW1wiMGVlZV31uOcf/Pjx44cjHHEd+MEPfsC8efO4++67/R2KCFDPP/88JpOJiRMn8u1vf9vf4VxTIyJxqKqqAmD06NFXPCc6OhqA06dPD0tM4vrkcrmorKwkODiYe+65x9/hiADw/vvvc+TIEX7729/6OxQRoKxWK2+++SYA8+fP5/e//z1z5swhLi6OqKgo5syZw86dO/0c5dAZEYlDc3MzwFV3IPN8i2xtbR2WmMT16eDBg5hMJh5//HEiIyP9HY7ws/r6ep544gk2btyIVqv1dzgiQG3fvp3Ozk4Atm7dSlJSEn/9618pKyvjRz/6Ebt27eK2227jjTfe8HOkQ0Pt7wCGQktLC8BV/2E7nU7AnRkKcSWvvPIKCQkJPPfcc/4ORQSAZcuW8cMf/pCpU6f6OxQRwIqLiwH3F9TDhw/3WUlRVFREc3Mzr776KitWrKCgoIDc3Fx/hTokRsSMg0aj+cpzPOuu5VukuJL9+/fzwQcfsGHDBiIiIvwdjvCz1atX09nZycqVK/0dighwdXV1ACQkJAy4/PKpp55CoVBgs9lYs2bNcIc35EZE4uCpX+ju7r7iOe3t7QBSES0GZLFYeOSRR/j5z38+4gubxFcrKyvjhRde4O2330alUvk7HBHgjEYjcOUvphkZGUyfPh1wf0G53o2IxGHMmDEAXLhw4YrnePo3DLRcU4jHHnuM/Px8fvrTn/o7FBEAXn75ZW+FvF6v7/eora0FYPny5ej1eu8SXvHN5Jmh9NwSH0hOTg4wMursRkTiUFBQALgbQQ3EYrF4M8Lbb7992OIS14eioiK6u7tHdMMWMTi9vb04HA4sFsuAD5fLBUBPT4/3OfHNlZGRAXx5y2IgiYmJwJcz5NezEZE4LFq0CHBXQDc2NvY7fuLECcBdCzF79uxhjU0EtrVr11JcXMymTZtkSlp4bdiwAZfLdcVHamoqAOvXr8flclFTU+PfgIVf3XnnnYD7lkV5efmA53hmGm6++eZhi+taGRGJw9ixY7nrrrsA+PDDD/sd37FjBwBLly696pJN8c2yYcMG3nzzTTZv3jxglze73c4HH3zgh8iEENeTWbNmMXHiRADefffdAc8pLS1FoVCwbNmy4QztmhgRiQO4l9GFhoaydu3aPs93dXXxxhtvEB0dzYsvvuin6ESgeeutt/j1r3/N22+/TU9PD0ajEaPRSHNzM+fOnePjjz/mzjvvpKenx9+hCiECnFKp5He/+x0qlYo//OEP/Wa+9+/fz549e1i+fDkTJkzwU5RDyDWCvPvuuy61Wu368Y9/7LJara76+nrX3LlzXZGRka69e/f6OzwRIF599VWXQqFwAVd96PV6l9ls9ne4IgClpqa6ANf69ev9HYoIIK+99ppLoVC4pk6d6jp16pTL5XK59uzZ40pJSXHNnTvXZbPZ/Bzh0BgxMw4Aixcv5tNPP+XIkSMkJiaSn59PWloapaWlzJgxw9/hiQCwefNmVqxY4S1uu5qFCxdecTMsIYS43GOPPcb27dsJCwtj6tSpjBo1iqeeeopnnnmGrVu3jpgtthUuX95BhRBCCCEYQTUOQgghhLj2JHEQQgghhM8kcRBCCCGEzyRxEEIIIYTPJHEQQgghhM8kcRBCCCGEzyRxEEIIIYTPJHEQQgghhM8kcRBCCCGEzyRxEEIIIYTPJHEQQgghhM8kcRBCCCGEzyRxEEIIIYTPJHEQQgghhM/+F4a5HFVAwA60AAAAAElFTkSuQmCC",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 600x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using PyPlot; figure(figsize=(6,4))\n",
    "plot(tr[:, 1], tr[:, 2], ls = \"None\", marker = \"o\", ms = 0.2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To compute `gali`, I use the following call signature:\n",
    "```\n",
    "gali(ds::DynamicalSystem, tfinal, k::Int; kwargs...) -> g, t\n",
    "```\n",
    "where `k` is the order of GALI I want and `tfinal` specifies for how much time to evolve the system and the deviation vectors.\n",
    "\n",
    "Let's compute the gali_2 for this trajectory:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "53-element Array{Float64,1}:\n",
       " 1.0        \n",
       " 0.390728   \n",
       " 0.0605283  \n",
       " 0.0088436  \n",
       " 0.00129098 \n",
       " 0.000189035\n",
       " 2.82722e-5 \n",
       " 4.8901e-6  \n",
       " 2.28502e-6 \n",
       " 5.135e-6   \n",
       " 1.70036e-5 \n",
       " 1.34234e-5 \n",
       " 2.27326e-6 \n",
       " ⋮          \n",
       " 3.42702e-10\n",
       " 1.69526e-9 \n",
       " 3.54202e-9 \n",
       " 7.54277e-10\n",
       " 1.25725e-10\n",
       " 3.96006e-11\n",
       " 9.6714e-11 \n",
       " 2.36554e-10\n",
       " 1.43357e-10\n",
       " 2.30099e-11\n",
       " 3.41216e-12\n",
       " 5.18141e-13"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g, t = gali(sm, 1000, 2)\n",
    "g"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* `g` quickly decays to zero for a chaotic orbit!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 400x200 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialize with random regular initial condition:\n",
    "sm = Systems.standardmap([π + 0.01*rand(), 0.01*rand()];k = 1.0)\n",
    "# Get trajectory:\n",
    "tr = trajectory(sm, 10000)\n",
    "# Plot it:\n",
    "using PyPlot; figure(figsize=(4,2))\n",
    "plot(tr[:, 1], tr[:, 2], ls = \"None\", marker = \"o\", ms = 0.2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1001-element Array{Float64,1}:\n",
       " 1.0     \n",
       " 0.933532\n",
       " 0.682661\n",
       " 1.0     \n",
       " 0.933537\n",
       " 0.682664\n",
       " 1.0     \n",
       " 0.933542\n",
       " 0.682666\n",
       " 1.0     \n",
       " 0.933547\n",
       " 0.682668\n",
       " 1.0     \n",
       " ⋮       \n",
       " 0.683392\n",
       " 1.0     \n",
       " 0.935167\n",
       " 0.683395\n",
       " 1.0     \n",
       " 0.935172\n",
       " 0.683397\n",
       " 1.0     \n",
       " 0.935177\n",
       " 0.683399\n",
       " 1.0     \n",
       " 0.935182"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# gali with regular initial condition:\n",
    "g, t = gali(sm, 1000, 2)\n",
    "g"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* `g` stays constant for a regular orbit!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Docstrings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search: \u001b[1mn\u001b[22m\u001b[1mu\u001b[22m\u001b[1mm\u001b[22m\u001b[1me\u001b[22m\u001b[1mr\u001b[22m\u001b[1mi\u001b[22m\u001b[1mc\u001b[22m\u001b[1ma\u001b[22m\u001b[1ml\u001b[22m\u001b[1ml\u001b[22m\u001b[1my\u001b[22m\u001b[1ma\u001b[22m\u001b[1mp\u001b[22m\u001b[1mu\u001b[22m\u001b[1mn\u001b[22m\u001b[1mo\u001b[22m\u001b[1mv\u001b[22m\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "```\n",
       "numericallyapunov(R::AbstractDataset, ks;  refstates, w, distance, ntype)\n",
       "```\n",
       "\n",
       "Return `E = [E(k) for k ∈ ks]`, where `E(k)` is the average logarithmic distance between states of a [`neighborhood`](@ref) that are evolved in time for `k` steps (`k` must be integer).\n",
       "\n",
       "## Keyword Arguments\n",
       "\n",
       "  * `refstates = 1:(length(R) - ks[end])` : Vector of indices that notes which states of the reconstruction should be used as \"reference states\", which means that the algorithm is applied for all state indices contained in `refstates`.\n",
       "  * `w::Int = round(Int, mean(R.delay))` : The Theiler window, which determines whether points are separated enough in time to be considered separate trajectories (see [1]). Defaults to the mean delay time. If you give a `Dataset` instead of a `Reconstruction` in the place of `R`, you *must* provide the Theiler window (you can give `w=typemax(Int)` if it does not apply to your case).\n",
       "  * `ntype::AbstractNeighborhood = FixedMassNeighborhood(1)` : The method to be used when evaluating the neighborhood of each reference state. See [`AbstractNeighborhood`](@ref) or [`neighborhood`](@ref) for more info.\n",
       "  * `distance::Metric = Cityblock()` : The distance function used in the logarithmic distance of nearby states. The allowed distances are `Cityblock()` and `Euclidean()`. See below for more info.\n",
       "\n",
       "## Description\n",
       "\n",
       "If the dataset/reconstruction exhibits exponential divergence of nearby states, then it should clearly hold\n",
       "\n",
       "$$\n",
       "E(k) \\approx \\lambda\\Delta t k + E(0)\n",
       "$$\n",
       "\n",
       "for a *well defined region* in the `k` axis, where $\\lambda$ is the approximated maximum Lyapunov exponent. $\\Delta t$ is the time between samples in the original timeseries. You can use [`linear_region`](@ref) with arguments `(ks .* Δt, E)` to identify the slope (= $\\lambda$) immediatelly, assuming you have choosen sufficiently good `ks` such that the linear scaling region is bigger than the saturated region.\n",
       "\n",
       "The algorithm used in this function is due to Parlitz [1], which itself expands upon Kantz [2]. In sort, for each reference state a neighborhood is evaluated. Then, for each point in this neighborhood, the logarithmic distance between reference state and neighborhood state is calculated as the \"time\" index `k` increases. The average of the above over all neighborhood states over all reference states is the returned result.\n",
       "\n",
       "If the `Metric` is `Euclidean()` then use the Euclidean distance of the full `D`-dimensional points (distance $d_E$ in ref. [1]). If however the `Metric` is `Cityblock()`, calculate the absolute distance of *only the first elements* of the `m+k` and `n+k` points of the reconstruction `R`(distance $d_F$ in ref. [1]).\n",
       "\n",
       "## References\n",
       "\n",
       "[1] : Skokos, C. H. *et al.*, *Chaos Detection and Predictability* - Chapter 1 (section 1.3.2), Lecture Notes in Physics **915**, Springer (2016)\n",
       "\n",
       "[2] : Kantz, H., Phys. Lett. A **185**, pp 77–87 (1994)\n"
      ],
      "text/plain": [
       "```\n",
       "numericallyapunov(R::AbstractDataset, ks;  refstates, w, distance, ntype)\n",
       "```\n",
       "\n",
       "Return `E = [E(k) for k ∈ ks]`, where `E(k)` is the average logarithmic distance between states of a [`neighborhood`](@ref) that are evolved in time for `k` steps (`k` must be integer).\n",
       "\n",
       "## Keyword Arguments\n",
       "\n",
       "  * `refstates = 1:(length(R) - ks[end])` : Vector of indices that notes which states of the reconstruction should be used as \"reference states\", which means that the algorithm is applied for all state indices contained in `refstates`.\n",
       "  * `w::Int = round(Int, mean(R.delay))` : The Theiler window, which determines whether points are separated enough in time to be considered separate trajectories (see [1]). Defaults to the mean delay time. If you give a `Dataset` instead of a `Reconstruction` in the place of `R`, you *must* provide the Theiler window (you can give `w=typemax(Int)` if it does not apply to your case).\n",
       "  * `ntype::AbstractNeighborhood = FixedMassNeighborhood(1)` : The method to be used when evaluating the neighborhood of each reference state. See [`AbstractNeighborhood`](@ref) or [`neighborhood`](@ref) for more info.\n",
       "  * `distance::Metric = Cityblock()` : The distance function used in the logarithmic distance of nearby states. The allowed distances are `Cityblock()` and `Euclidean()`. See below for more info.\n",
       "\n",
       "## Description\n",
       "\n",
       "If the dataset/reconstruction exhibits exponential divergence of nearby states, then it should clearly hold\n",
       "\n",
       "$$\n",
       "E(k) \\approx \\lambda\\Delta t k + E(0)\n",
       "$$\n",
       "\n",
       "for a *well defined region* in the `k` axis, where $\\lambda$ is the approximated maximum Lyapunov exponent. $\\Delta t$ is the time between samples in the original timeseries. You can use [`linear_region`](@ref) with arguments `(ks .* Δt, E)` to identify the slope (= $\\lambda$) immediatelly, assuming you have choosen sufficiently good `ks` such that the linear scaling region is bigger than the saturated region.\n",
       "\n",
       "The algorithm used in this function is due to Parlitz [1], which itself expands upon Kantz [2]. In sort, for each reference state a neighborhood is evaluated. Then, for each point in this neighborhood, the logarithmic distance between reference state and neighborhood state is calculated as the \"time\" index `k` increases. The average of the above over all neighborhood states over all reference states is the returned result.\n",
       "\n",
       "If the `Metric` is `Euclidean()` then use the Euclidean distance of the full `D`-dimensional points (distance $d_E$ in ref. [1]). If however the `Metric` is `Cityblock()`, calculate the absolute distance of *only the first elements* of the `m+k` and `n+k` points of the reconstruction `R`(distance $d_F$ in ref. [1]).\n",
       "\n",
       "## References\n",
       "\n",
       "[1] : Skokos, C. H. *et al.*, *Chaos Detection and Predictability* - Chapter 1 (section 1.3.2), Lecture Notes in Physics **915**, Springer (2016)\n",
       "\n",
       "[2] : Kantz, H., Phys. Lett. A **185**, pp 77–87 (1994)\n"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "?numericallyapunov"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search: \u001b[1mb\u001b[22m\u001b[1mr\u001b[22m\u001b[1mo\u001b[22m\u001b[1mo\u001b[22m\u001b[1mm\u001b[22m\u001b[1mh\u001b[22m\u001b[1me\u001b[22m\u001b[1ma\u001b[22m\u001b[1md\u001b[22m\u001b[1m_\u001b[22m\u001b[1mk\u001b[22m\u001b[1mi\u001b[22m\u001b[1mn\u001b[22m\u001b[1mg\u001b[22m\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "```\n",
       "broomhead_king(s::AbstractVector, d::Int) -> U, S, Vtr\n",
       "```\n",
       "\n",
       "Return the Broomhead-King coordinates of a timeseries `s` by performing `svd` on the so-called trajectory matrix with dimension `d`.\n",
       "\n",
       "## Description\n",
       "\n",
       "Broomhead and King coordinates is an approach proposed in [1] that applies the Karhunen–Loève theorem to delay coordinates embedding with smallest possible delay.\n",
       "\n",
       "The function performs singular value decomposition on the `d`-dimensional trajectory matrix $X$ of $s$,\n",
       "\n",
       "$$\n",
       "X = \\frac{1}{\\sqrt{N}}\\left(\n",
       "\\begin{array}{cccc}\n",
       "x_1 & x_2 & \\ldots & x_d \\\\\n",
       "x_2 & x_3 & \\ldots & x_{d+1}\\\\\n",
       "\\vdots & \\vdots & \\vdots & \\vdots \\\\\n",
       "x_{N-d+1} & x_{N-d+2} &\\ldots & x_N\n",
       "\\end{array}\n",
       "\\right) = U\\cdot S \\cdot V^{tr}.\n",
       "$$\n",
       "\n",
       "where $x := s - \\bar{s}$. The columns of $U$ can then be used as a new coordinate system, and by considering the values of the singular values $S$ you can decide how many columns of $U$ are \"important\". See the documentation page for example application.\n",
       "\n",
       "## References\n",
       "\n",
       "[1] :  D. S. Broomhead, R. Jones and G. P. King, J. Phys. A **20**, 9, pp L563 (1987)\n"
      ],
      "text/plain": [
       "```\n",
       "broomhead_king(s::AbstractVector, d::Int) -> U, S, Vtr\n",
       "```\n",
       "\n",
       "Return the Broomhead-King coordinates of a timeseries `s` by performing `svd` on the so-called trajectory matrix with dimension `d`.\n",
       "\n",
       "## Description\n",
       "\n",
       "Broomhead and King coordinates is an approach proposed in [1] that applies the Karhunen–Loève theorem to delay coordinates embedding with smallest possible delay.\n",
       "\n",
       "The function performs singular value decomposition on the `d`-dimensional trajectory matrix $X$ of $s$,\n",
       "\n",
       "$$\n",
       "X = \\frac{1}{\\sqrt{N}}\\left(\n",
       "\\begin{array}{cccc}\n",
       "x_1 & x_2 & \\ldots & x_d \\\\\n",
       "x_2 & x_3 & \\ldots & x_{d+1}\\\\\n",
       "\\vdots & \\vdots & \\vdots & \\vdots \\\\\n",
       "x_{N-d+1} & x_{N-d+2} &\\ldots & x_N\n",
       "\\end{array}\n",
       "\\right) = U\\cdot S \\cdot V^{tr}.\n",
       "$$\n",
       "\n",
       "where $x := s - \\bar{s}$. The columns of $U$ can then be used as a new coordinate system, and by considering the values of the singular values $S$ you can decide how many columns of $U$ are \"important\". See the documentation page for example application.\n",
       "\n",
       "## References\n",
       "\n",
       "[1] :  D. S. Broomhead, R. Jones and G. P. King, J. Phys. A **20**, 9, pp L563 (1987)\n"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "?broomhead_king"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search: \u001b[1mp\u001b[22m\u001b[1me\u001b[22m\u001b[1mr\u001b[22m\u001b[1mi\u001b[22m\u001b[1mo\u001b[22m\u001b[1md\u001b[22m\u001b[1mi\u001b[22m\u001b[1mc\u001b[22m\u001b[1mo\u001b[22m\u001b[1mr\u001b[22m\u001b[1mb\u001b[22m\u001b[1mi\u001b[22m\u001b[1mt\u001b[22m\u001b[1ms\u001b[22m\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "```\n",
       "periodicorbits(ds::DiscreteDynamicalSystem, o, ics [, λs, indss, singss]; kwargs...) -> FP\n",
       "```\n",
       "\n",
       "Find fixed points `FP` of order `o` for the map `ds` using the algorithm due to Schmelcher & Diakonos [1]. `ics` is a collection of initial conditions (container of vectors) to be evolved.\n",
       "\n",
       "## Optional Arguments\n",
       "\n",
       "The optional arguments `λs, indss, singss` *must be containers* of appropriate values, besides `λs` which can also be a number. The elements of those containers are passed to: `lambdamatrix(λ, inds, sings)`, which creates the appropriate $\\mathbf{\\Lambda}_k$ matrix (see [`lambdamatrix`](@ref) for more). If these arguments are not given, a random permutation will be chosen for them, with `λ=0.001`.\n",
       "\n",
       "## Keyword Arguments\n",
       "\n",
       "  * `maxiters::Int = 100000` : Maximum amount of iterations an i.c. will be iterated  before claiming it has not converged.\n",
       "  * `disttol = 1e-10` : Distance tolerance. If the 2-norm of a previous state with  the next one is `≤ disttol` then it has converged to a fixed point.\n",
       "  * `inftol = 10.0` : If a state reaches `norm(state) ≥ inftol` it is assumed that  it has escaped to infinity (and is thus abandoned).\n",
       "  * `roundtol::Int = 4` : The found fixed points are rounded  to `roundtol` digits before pushed into the list of returned fixed points `FP`,  *if* they are not already contained in `FP`.  This is done so that `FP` doesn't contain duplicate fixed points (notice  that this has nothing to do with `disttol`). Turn this to `typemax(Int)`  to get the full precision of the algorithm.\n",
       "\n",
       "## Description\n",
       "\n",
       "The algorithm used can detect periodic orbits by turning fixed points of the original map `ds` to stable ones, through the transformation\n",
       "\n",
       "$$\n",
       "\\mathbf{x}_{n+1} = \\mathbf{x}_n +\n",
       "\\mathbf{\\Lambda}_k\\left(f^{(o)}(\\mathbf{x}_n) - \\mathbf{x}_n\\right)\n",
       "$$\n",
       "\n",
       "with $f$ = `eom`. The index $k$ counts the various possible $\\mathbf{\\Lambda}_k$.\n",
       "\n",
       "## Performance Notes\n",
       "\n",
       "*All* initial conditions are evolved for *all* $\\mathbf{\\Lambda}_k$ which can very quickly lead to long computation times.\n",
       "\n",
       "## References\n",
       "\n",
       "[1] : P. Schmelcher & F. K. Diakonos, Phys. Rev. Lett. **78**, pp 4733 (1997)\n"
      ],
      "text/plain": [
       "```\n",
       "periodicorbits(ds::DiscreteDynamicalSystem, o, ics [, λs, indss, singss]; kwargs...) -> FP\n",
       "```\n",
       "\n",
       "Find fixed points `FP` of order `o` for the map `ds` using the algorithm due to Schmelcher & Diakonos [1]. `ics` is a collection of initial conditions (container of vectors) to be evolved.\n",
       "\n",
       "## Optional Arguments\n",
       "\n",
       "The optional arguments `λs, indss, singss` *must be containers* of appropriate values, besides `λs` which can also be a number. The elements of those containers are passed to: `lambdamatrix(λ, inds, sings)`, which creates the appropriate $\\mathbf{\\Lambda}_k$ matrix (see [`lambdamatrix`](@ref) for more). If these arguments are not given, a random permutation will be chosen for them, with `λ=0.001`.\n",
       "\n",
       "## Keyword Arguments\n",
       "\n",
       "  * `maxiters::Int = 100000` : Maximum amount of iterations an i.c. will be iterated  before claiming it has not converged.\n",
       "  * `disttol = 1e-10` : Distance tolerance. If the 2-norm of a previous state with  the next one is `≤ disttol` then it has converged to a fixed point.\n",
       "  * `inftol = 10.0` : If a state reaches `norm(state) ≥ inftol` it is assumed that  it has escaped to infinity (and is thus abandoned).\n",
       "  * `roundtol::Int = 4` : The found fixed points are rounded  to `roundtol` digits before pushed into the list of returned fixed points `FP`,  *if* they are not already contained in `FP`.  This is done so that `FP` doesn't contain duplicate fixed points (notice  that this has nothing to do with `disttol`). Turn this to `typemax(Int)`  to get the full precision of the algorithm.\n",
       "\n",
       "## Description\n",
       "\n",
       "The algorithm used can detect periodic orbits by turning fixed points of the original map `ds` to stable ones, through the transformation\n",
       "\n",
       "$$\n",
       "\\mathbf{x}_{n+1} = \\mathbf{x}_n +\n",
       "\\mathbf{\\Lambda}_k\\left(f^{(o)}(\\mathbf{x}_n) - \\mathbf{x}_n\\right)\n",
       "$$\n",
       "\n",
       "with $f$ = `eom`. The index $k$ counts the various possible $\\mathbf{\\Lambda}_k$.\n",
       "\n",
       "## Performance Notes\n",
       "\n",
       "*All* initial conditions are evolved for *all* $\\mathbf{\\Lambda}_k$ which can very quickly lead to long computation times.\n",
       "\n",
       "## References\n",
       "\n",
       "[1] : P. Schmelcher & F. K. Diakonos, Phys. Rev. Lett. **78**, pp 4733 (1997)\n"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "?periodicorbits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search: \u001b[1ml\u001b[22m\u001b[1ma\u001b[22m\u001b[1mm\u001b[22m\u001b[1mb\u001b[22m\u001b[1md\u001b[22m\u001b[1ma\u001b[22m\u001b[1mm\u001b[22m\u001b[1ma\u001b[22m\u001b[1mt\u001b[22m\u001b[1mr\u001b[22m\u001b[1mi\u001b[22m\u001b[1mx\u001b[22m\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "```\n",
       "lambdamatrix(λ, inds::Vector{Int}, sings) -> Λk\n",
       "```\n",
       "\n",
       "Return the matrix $\\mathbf{\\Lambda}_k$ used to create a new dynamical system with some unstable fixed points turned to stable in the function [`periodicorbits`](@ref).\n",
       "\n",
       "## Arguments\n",
       "\n",
       "1. `λ<:Real` : the multiplier of the $C_k$ matrix, with `0<λ<1`.\n",
       "2. `inds::Vector{Int}` : The `i`th entry of this vector gives the *row* of the nonzero element of the `i`th column of $C_k$.\n",
       "3. `sings::Vector{<:Real}` : The element of the `i`th column of $C_k$ is +1 if `signs[i] > 0` and -1 otherwise (`sings` can also be `Bool` vector).\n",
       "\n",
       "Calling `lambdamatrix(λ, D::Int)` creates a random $\\mathbf{\\Lambda}_k$ by randomly generating an `inds` and a `signs` from all possible combinations. The *collections* of all these combinations can be obtained from the function [`lambdaperms`](@ref).\n",
       "\n",
       "## Description\n",
       "\n",
       "Each element of `inds` *must be unique* such that the resulting matrix is orthogonal and represents the group of special reflections and permutations.\n",
       "\n",
       "Deciding the appropriate values for `λ, inds, sings` is not trivial. However, in ref. [2] there is a lot of information that can help with that decision. Also, by appropriately choosing various values for `λ`, one can sort periodic orbits from e.g. least unstable to most unstable, see [3] for details.\n",
       "\n",
       "## References\n",
       "\n",
       "[2] : D. Pingel *et al.*, Phys. Rev. E **62**, pp 2119 (2000)\n",
       "\n",
       "[3] : F. K. Diakonos *et al.*, Phys. Rev. Lett. **81**, pp 4349 (1998)\n"
      ],
      "text/plain": [
       "```\n",
       "lambdamatrix(λ, inds::Vector{Int}, sings) -> Λk\n",
       "```\n",
       "\n",
       "Return the matrix $\\mathbf{\\Lambda}_k$ used to create a new dynamical system with some unstable fixed points turned to stable in the function [`periodicorbits`](@ref).\n",
       "\n",
       "## Arguments\n",
       "\n",
       "1. `λ<:Real` : the multiplier of the $C_k$ matrix, with `0<λ<1`.\n",
       "2. `inds::Vector{Int}` : The `i`th entry of this vector gives the *row* of the nonzero element of the `i`th column of $C_k$.\n",
       "3. `sings::Vector{<:Real}` : The element of the `i`th column of $C_k$ is +1 if `signs[i] > 0` and -1 otherwise (`sings` can also be `Bool` vector).\n",
       "\n",
       "Calling `lambdamatrix(λ, D::Int)` creates a random $\\mathbf{\\Lambda}_k$ by randomly generating an `inds` and a `signs` from all possible combinations. The *collections* of all these combinations can be obtained from the function [`lambdaperms`](@ref).\n",
       "\n",
       "## Description\n",
       "\n",
       "Each element of `inds` *must be unique* such that the resulting matrix is orthogonal and represents the group of special reflections and permutations.\n",
       "\n",
       "Deciding the appropriate values for `λ, inds, sings` is not trivial. However, in ref. [2] there is a lot of information that can help with that decision. Also, by appropriately choosing various values for `λ`, one can sort periodic orbits from e.g. least unstable to most unstable, see [3] for details.\n",
       "\n",
       "## References\n",
       "\n",
       "[2] : D. Pingel *et al.*, Phys. Rev. E **62**, pp 2119 (2000)\n",
       "\n",
       "[3] : F. K. Diakonos *et al.*, Phys. Rev. Lett. **81**, pp 4349 (1998)\n"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "?lambdamatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search: \u001b[1mg\u001b[22m\u001b[1ma\u001b[22m\u001b[1ml\u001b[22m\u001b[1mi\u001b[22m \u001b[1mg\u001b[22mener\u001b[1ma\u001b[22m\u001b[1ml\u001b[22m\u001b[1mi\u001b[22mzed_dim \u001b[1mG\u001b[22mener\u001b[1ma\u001b[22m\u001b[1ml\u001b[22m\u001b[1mi\u001b[22mzedPareto \u001b[1mG\u001b[22mener\u001b[1ma\u001b[22m\u001b[1ml\u001b[22m\u001b[1mi\u001b[22mzedExtremeValue ei\u001b[1mg\u001b[22mv\u001b[1ma\u001b[22m\u001b[1ml\u001b[22ms\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "```\n",
       "gali(ds::DynamicalSystem, tmax, k::Int | Q0; kwargs...) -> GALI_k, t\n",
       "```\n",
       "\n",
       "Compute $\\text{GALI}_k$ [1] for a given `k` up to time `tmax`. Return $\\text{GALI}_k(t)$ and time vector $t$.\n",
       "\n",
       "The third argument, which sets the order of `gali`, can be an integer `k`, or a matrix with its columns being the deviation vectors (then `k = size(Q0)[2]`). In the first case random orthonormal vectors are chosen.\n",
       "\n",
       "## Keyword Arguments\n",
       "\n",
       "  * `threshold = 1e-12` : If `GALI_k` falls below the `threshold` iteration is terminated.\n",
       "  * `dt = 1` : Time-step between deviation vector normalizations. For continuous systems this is approximate.\n",
       "  * `diff_eq_kwargs` : See [`trajectory`](@ref).\n",
       "  * `u0` : Initial state for the system. Defaults to `get_state(ds)`.\n",
       "\n",
       "## Description\n",
       "\n",
       "The Generalized Alignment Index, $\\text{GALI}_k$, is an efficient (and very fast) indicator of chaotic or regular behavior type in $D$-dimensional Hamiltonian systems ($D$ is number of variables). The *asymptotic* behavior of $\\text{GALI}_k(t)$ depends critically on the type of orbit resulting from the initial condition. If it is a chaotic orbit, then\n",
       "\n",
       "$$\n",
       "\\text{GALI}_k(t) \\sim\n",
       "\\exp\\left[\\sum_{j=1}^k (\\lambda_1 - \\lambda_j)t \\right]\n",
       "$$\n",
       "\n",
       "with $\\lambda_j$ being the `j`-th Lyapunov exponent (see [`lyapunov`](@ref), [`lyapunovs`](@ref)). If on the other hand the orbit is regular, corresponding to movement in $d$-dimensional torus with $1 \\le d \\le D/2$ then it holds\n",
       "\n",
       "$$\n",
       "\\text{GALI}_k(t) \\sim\n",
       "    \\begin{cases}\n",
       "      \\text{const.}, & \\text{if} \\;\\; 2 \\le k \\le d  \\; \\; \\text{and}\n",
       "      \\; \\;d > 1 \\\\\n",
       "      t^{-(k - d)}, & \\text{if} \\;\\;  d < k \\le D - d \\\\\n",
       "      t^{-(2k - D)}, & \\text{if} \\;\\;  D - d < k \\le D\n",
       "    \\end{cases}\n",
       "$$\n",
       "\n",
       "Traditionally, if $\\text{GALI}_k(t)$ does not become less than the `threshold` until `tmax` the given orbit is said to be chaotic, otherwise it is regular.\n",
       "\n",
       "Our implementation is not based on the original paper, but rather in the method described in [2], which uses the product of the singular values of $A$, a matrix that has as *columns* the deviation vectors.\n",
       "\n",
       "## Performance Notes\n",
       "\n",
       "This function uses a [`tangent_integrator`](@ref). For loops over initial conditions and/or parameter values one should use the lower level methods that accept an integrator, and `reinit!` it to new initial conditions.\n",
       "\n",
       "See the \"advanced documentation\" for info on the integrator object and use `@which ...` to go to the source code for the low-level call signature.\n",
       "\n",
       "## References\n",
       "\n",
       "[1] : Skokos, C. H. *et al.*, Physica D **231**, pp 30–54 (2007)\n",
       "\n",
       "[2] : Skokos, C. H. *et al.*, *Chaos Detection and Predictability* - Chapter 5 (section 5.3.1 and ref. [85] therein), Lecture Notes in Physics **915**, Springer (2016)\n"
      ],
      "text/plain": [
       "```\n",
       "gali(ds::DynamicalSystem, tmax, k::Int | Q0; kwargs...) -> GALI_k, t\n",
       "```\n",
       "\n",
       "Compute $\\text{GALI}_k$ [1] for a given `k` up to time `tmax`. Return $\\text{GALI}_k(t)$ and time vector $t$.\n",
       "\n",
       "The third argument, which sets the order of `gali`, can be an integer `k`, or a matrix with its columns being the deviation vectors (then `k = size(Q0)[2]`). In the first case random orthonormal vectors are chosen.\n",
       "\n",
       "## Keyword Arguments\n",
       "\n",
       "  * `threshold = 1e-12` : If `GALI_k` falls below the `threshold` iteration is terminated.\n",
       "  * `dt = 1` : Time-step between deviation vector normalizations. For continuous systems this is approximate.\n",
       "  * `diff_eq_kwargs` : See [`trajectory`](@ref).\n",
       "  * `u0` : Initial state for the system. Defaults to `get_state(ds)`.\n",
       "\n",
       "## Description\n",
       "\n",
       "The Generalized Alignment Index, $\\text{GALI}_k$, is an efficient (and very fast) indicator of chaotic or regular behavior type in $D$-dimensional Hamiltonian systems ($D$ is number of variables). The *asymptotic* behavior of $\\text{GALI}_k(t)$ depends critically on the type of orbit resulting from the initial condition. If it is a chaotic orbit, then\n",
       "\n",
       "$$\n",
       "\\text{GALI}_k(t) \\sim\n",
       "\\exp\\left[\\sum_{j=1}^k (\\lambda_1 - \\lambda_j)t \\right]\n",
       "$$\n",
       "\n",
       "with $\\lambda_j$ being the `j`-th Lyapunov exponent (see [`lyapunov`](@ref), [`lyapunovs`](@ref)). If on the other hand the orbit is regular, corresponding to movement in $d$-dimensional torus with $1 \\le d \\le D/2$ then it holds\n",
       "\n",
       "$$\n",
       "\\text{GALI}_k(t) \\sim\n",
       "    \\begin{cases}\n",
       "      \\text{const.}, & \\text{if} \\;\\; 2 \\le k \\le d  \\; \\; \\text{and}\n",
       "      \\; \\;d > 1 \\\\\n",
       "      t^{-(k - d)}, & \\text{if} \\;\\;  d < k \\le D - d \\\\\n",
       "      t^{-(2k - D)}, & \\text{if} \\;\\;  D - d < k \\le D\n",
       "    \\end{cases}\n",
       "$$\n",
       "\n",
       "Traditionally, if $\\text{GALI}_k(t)$ does not become less than the `threshold` until `tmax` the given orbit is said to be chaotic, otherwise it is regular.\n",
       "\n",
       "Our implementation is not based on the original paper, but rather in the method described in [2], which uses the product of the singular values of $A$, a matrix that has as *columns* the deviation vectors.\n",
       "\n",
       "## Performance Notes\n",
       "\n",
       "This function uses a [`tangent_integrator`](@ref). For loops over initial conditions and/or parameter values one should use the lower level methods that accept an integrator, and `reinit!` it to new initial conditions.\n",
       "\n",
       "See the \"advanced documentation\" for info on the integrator object and use `@which ...` to go to the source code for the low-level call signature.\n",
       "\n",
       "## References\n",
       "\n",
       "[1] : Skokos, C. H. *et al.*, Physica D **231**, pp 30–54 (2007)\n",
       "\n",
       "[2] : Skokos, C. H. *et al.*, *Chaos Detection and Predictability* - Chapter 5 (section 5.3.1 and ref. [85] therein), Lecture Notes in Physics **915**, Springer (2016)\n"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "?gali"
   ]
  }
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